{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pipeline #3 - Statistical analyses\n", "\n", "\n", "\n", "\n", "This final phase of the project addresses our main question: \n", "\n", "**Is there a PD subtype associated with faster cognitive and neural decline?**\n", "\n", "To answer this question, statistical analyses will be run to compare the identified subtypes on their cognitive and neural decline. \n", "\n", "**Another disclaimer:** the term *'decline'* implies a progression over time, which is what this project aims to measure. However, due to current data accessibility constraints, cognitive measures for only one time point are available. Moreover, since a majority of MRI scans have not yet undergone processing, neural decline data remains unavailable. Consequently, for this deliverable, analyses will be conducted solely using cognition scores from a single time point. It is important to note that the results obtained from thoses analyses therefore don't match our original research question. Once all data accessible, comparisons will involve assessing declines in both measures over multiple time points. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pipeline overview\n", "\n", "This pipeline implements basic statistical analyses in Python to compare groups. The idea is once again to have a template of some tests that will be run once we get the final clustering and imaging results. Specifically, this pipeline performs the following tasks:\n", "\n", "- Descriptive statistics\n", "- Statistical tests\n", "- Visualization of results" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# Loading librairies\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "from scipy.stats import kruskal\n", "from statsmodels.stats.multitest import multipletests\n", "from scipy.stats import f_oneway\n", "import scikit_posthocs as sp\n", "\n", "from scipy.stats import linregress\n", "from matplotlib.pyplot import cm\n", "\n", "# Provide path to results on which to run analyses\n", "prelim_results = pd.read_excel('/Users/song/Documents/dev/repos/10. brainhack 2024/bhSubtypingPD/brainhack_source/results/841/841.xlsx', sheet_name=\"3st\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Descriptive statistics\n", "\n", "Let's take a look at our results from the descriptive aspect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many participants in each group?" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of participants in each group:\n", "ml_subtype\n", "0 409\n", "1 316\n", "2 231\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# subtype 0\n", "st_0 = prelim_results[prelim_results['ml_subtype'] == 0]\n", "\n", "# subtype 1\n", "st_1 = prelim_results[prelim_results['ml_subtype'] == 1]\n", "\n", "# subtype 2\n", "st_2 = prelim_results[prelim_results['ml_subtype'] == 2]\n", "\n", "participants_count = prelim_results['ml_subtype'].value_counts()\n", "\n", "print(\"Number of participants in each group:\")\n", "print(participants_count)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computes descriptive statistics such as mean, median, standard deviation, etc., for each subtype identified previously." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Age Onset \\\n", " count mean std min 25% 50% 75% max count \n", "ml_subtype \n", "0 389.0 67.187661 8.661638 39.0 62.0 68.0 74.0 88.0 382.0 \n", "1 299.0 66.026756 9.453487 38.0 60.5 67.0 73.0 90.0 295.0 \n", "2 217.0 66.161290 9.642056 36.0 60.0 67.0 73.0 86.0 215.0 \n", "\n", " ... Hoehn MoCA \\\n", " mean ... 75% max count mean std min 25% \n", "ml_subtype ... \n", "0 60.819372 ... 3.0 4.0 361.0 24.944598 5.347090 0.0 24.0 \n", "1 59.610169 ... 3.0 5.0 275.0 25.123636 5.056540 0.0 24.0 \n", "2 60.488372 ... 3.0 5.0 204.0 25.264706 5.239912 0.0 24.0 \n", "\n", " \n", " 50% 75% max \n", "ml_subtype \n", "0 26.0 28.0 30.0 \n", "1 26.0 28.0 30.0 \n", "2 27.0 28.0 30.0 \n", "\n", "[3 rows x 40 columns]\n" ] } ], "source": [ "print(prelim_results.groupby('ml_subtype')[['Age', 'Onset', 'Duration', 'Hoehn', 'MoCA']].describe())" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's look at the age, by subtype and gender\n", "\n", "sns.violinplot(x='ml_subtype', y='Age', hue='Gender', data=prelim_results, split=True)\n", "plt.title('Age by subtype and gender')\n", "plt.xlabel('Subtype')\n", "plt.ylabel('Age')\n", "plt.legend(title='Gender', loc='best')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The groups look similar...differences are hard to tell visually. Statistical analyses will confirm if there are significant differences." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistical tests and results visualization\n", "\n", "Conducts appropriate statistical tests to compare groups on their cognitive decline and neural decline, and visualize the results graphically.\n", "\n", "- **Cognitive** decline measured with MoCA scores\n", "- **Neural** decline measured with cortical thickness and volume data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We saw in early analyses that the MoCA score was **not normally distributed** accross the COPN dataset:\n", "\n", "\n", "\n", "A solution would be to perform non-parametric tests when analyzing the cognition variable. An appropriate test is the **Kruskal-Wallis test with Bonferroni correction** for multiple comparisons. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kruskal-Wallis Test statistic: 3.8109\n", "Raw p-value: 0.1488\n", "Adjusted p-value (Bonferroni): 0.1488\n", "Fail to reject null hypothesis: No significant difference in medians.\n" ] } ], "source": [ "# Perform Kruskal-Wallis test\n", "stat, p_value = kruskal(st_0.dropna()['MoCA'].to_numpy(), st_1.dropna()['MoCA'].to_numpy(), st_2.dropna()['MoCA'].to_numpy())\n", "\n", "# Adjust p-values using Bonferroni correction\n", "no_comparisons = 3\n", "adjusted_p_values = multipletests([p_value], method='bonferroni')[1]\n", "\n", "print(f\"Kruskal-Wallis Test statistic: {stat:.4f}\")\n", "print(f\"Raw p-value: {p_value:.4f}\")\n", "print(f\"Adjusted p-value (Bonferroni): {adjusted_p_values[0]:.4f}\")\n", "\n", "if adjusted_p_values[0] < 0.05:\n", " print(\"Reject null hypothesis: Groups have different medians.\")\n", "else:\n", " print(\"Fail to reject null hypothesis: No significant difference in medians.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, the difference between subtypes in cognition at one time point is not significant. \n", "\n", "Let's look at the variable 'Age' that we plotted earlier. Since the age follow a normal distribution, let's run a quick ANOVA with " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "One-way ANOVA F-statistic: 3.0066\n", "P-value: 0.0505\n", " 1 2 3\n", "1 1.000000 0.149182 0.312913\n", "2 0.149182 1.000000 0.712782\n", "3 0.312913 0.712782 1.000000\n" ] } ], "source": [ "# Perform ANOVA\n", "stat, p_value = f_oneway(st_0.dropna()['Age'].to_numpy(), st_1.dropna()['Age'].to_numpy(), st_2.dropna()['Age'].to_numpy())\n", "\n", "print(f\"One-way ANOVA F-statistic: {stat:.4f}\")\n", "print(f\"P-value: {p_value:.4f}\")\n", "\n", "data = [st_0.dropna()['Age'],\n", " st_1.dropna()['Age'],\n", " st_2.dropna()['Age']]\n", "\n", "# If significant, perform posthoc comparisons with Dunn's test (holm corrected)\n", "p_values = sp.posthoc_dunn(data, p_adjust='holm')\n", "\n", "print(p_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here again, the age does not differ accross the identified subtypes. \n", "\n", "Now, what would be more interesting to look at are the differences accross subtypes for the clinical measures, aka the non-motor symptoms, the data used to perform the initial clustering. There definitely should be differences between groups on the different symptoms, otherwise, they wouldn't have been classified into clusters...yes or no? \n", "\n", "Let's assess, and plot only the symptoms with significant differences accross subtypes. " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Anxiety.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Apathy.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Insomnia.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Constipation.\n" ] }, { "data": { "image/png": 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Jv15SGjNmjLf/XXfdpd27d+v+++/Xt99+qxdffFErVqzQPffc40T5AACgDnI03GzevFm9e/dW7969JUkpKSnq3bu30tLSJEkHDx70Bh1J6tixo1avXq1169YpOjpaM2fO1EsvvcRt4AAAwMtljDFOF1GbCgsLFRoaqoKCAoWEhFT7+j0rK/7cHtjJ7+Z3nS4BAKxTmb/f9WrODQAAwPkQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFZxPNzMnTtXUVFRCgwMVL9+/bRp06Zz9p89e7a6dOmioKAgRUZG6p577tHp06drqVoAAFDXORpuli9frpSUFKWnp2vr1q2Kjo5WQkKCDh06VGb/JUuW6MEHH1R6erq++eYbvfzyy1q+fLkeeuihWq4cAADUVY6Gm1mzZmn8+PFKTk5W9+7dNX/+fDVu3FiLFi0qs/8nn3yi/v3769Zbb1VUVJSuu+46jR49+rxnewAAQMPhWLgpLi7Wli1bFB8f/1sxfn6Kj49XTk5OmWOuuOIKbdmyxRtmdu/erTVr1uiGG24odztFRUUqLCz0WQAAgL0aObXhI0eOqKSkROHh4T7t4eHh+vbbb8scc+utt+rIkSO68sorZYzRL7/8orvuuuucl6UyMjI0Y8aMaq0dAADUXY5PKK6M7OxsPfnkk3rxxRe1detWvfHGG1q9erUef/zxcsekpqaqoKDAu+Tm5tZixQAAoLY5duYmLCxM/v7+ys/P92nPz89XREREmWOmT5+u22+/XePGjZMkXXbZZTpx4oT+8z//Uw8//LD8/EpnNbfbLbfbXf07AAAA6iTHztwEBAQoJiZGWVlZ3jaPx6OsrCzFxcWVOebkyZOlAoy/v78kyRhTc8UCAIB6w7EzN5KUkpKipKQk9e3bV7GxsZo9e7ZOnDih5ORkSdKYMWPUrl07ZWRkSJKGDRumWbNmqXfv3urXr5927typ6dOna9iwYd6QAwAAGjZHw01iYqIOHz6stLQ05eXlqVevXlq7dq13kvG+fft8ztQ88sgjcrlceuSRR7R//361atVKw4YN01//+lendgEAANQxLtPArucUFhYqNDRUBQUFCgkJqfb1e1YOqfZ1on7xu/ldp0sAAOtU5u93vbpbCgAA4HwINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqjZwuAABgl+VzCpwuAQ5LnBbq6PY5cwMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKlX6VvCSkhJlZmYqKytLhw4dksfj8Xn/gw8+qJbiAAAAKqtK4WbatGnKzMzU0KFD1bNnT7lcruquCwAAoEqqFG6WLVumFStW6IYbbqjuegAAAC5IlebcBAQEqHPnztVdCwAAwAWrUri59957NWfOHBljqrseAACAC1Kly1IbNmzQ+vXr9e6776pHjx666KKLfN5/4403qqU4AACAyqpSuGnWrJn+4z/+o7prAQAAuGBVCjeLFy+u7joAAACqBQ/xAwAAVqnSmRtJev3117VixQrt27dPxcXFPu9t3br1ggsDAACoiiqduXnuueeUnJys8PBwbdu2TbGxsWrZsqV2796tIUOGVHeNAAAAFValcPPiiy9qwYIFev755xUQEKD7779f69at0913362CgoLqrhEAAKDCqhRu9u3bpyuuuEKSFBQUpGPHjkmSbr/9di1durT6qgMAAKikKoWbiIgI/fTTT5Kk9u3ba+PGjZKkPXv28GA/AADgqCqFm2uuuUZvvfWWJCk5OVn33HOPBg8erMTERJ5/AwAAHFWlu6UWLFggj8cjSZo8ebJatmypTz75RMOHD9eECROqtUAAAIDKqFK48fPzk5/fbyd9brnlFt1yyy3VVhQAAEBVVfkhfv/7v/+r2267TXFxcdq/f78k6bXXXtOGDRsqtZ65c+cqKipKgYGB6tevnzZt2nTO/kePHtXkyZPVpk0bud1uXXrppVqzZk1VdwMAAFimSuHmH//4hxISEhQUFKRt27apqKhIklRQUKAnn3yywutZvny5UlJSlJ6erq1btyo6OloJCQk6dOhQmf2Li4s1ePBg7d27V6+//rp27NihhQsXql27dlXZDQAAYKEqhZsnnnhC8+fP18KFC32+Ebx///6VejrxrFmzNH78eCUnJ6t79+6aP3++GjdurEWLFpXZf9GiRfrpp5+0atUq9e/fX1FRURo4cKCio6OrshsAAMBCVQo3O3bs0FVXXVWqPTQ0VEePHq3QOoqLi7VlyxbFx8f/Voyfn+Lj45WTk1PmmLfeektxcXGaPHmywsPD1bNnTz355JMqKSkpdztFRUUqLCz0WQAAgL2q/JybnTt3lmrfsGGDOnXqVKF1HDlyRCUlJQoPD/dpDw8PV15eXpljdu/erddff10lJSVas2aNpk+frpkzZ+qJJ54odzsZGRkKDQ31LpGRkRWqDwAA1E9VCjfjx4/XtGnT9Omnn8rlcunAgQP6+9//rvvuu08TJ06s7hq9PB6PWrdurQULFigmJkaJiYl6+OGHNX/+/HLHpKamqqCgwLvk5ubWWH0AAMB5VboV/MEHH5TH49G1116rkydP6qqrrpLb7dZ9992nqVOnVmgdYWFh8vf3V35+vk97fn6+IiIiyhzTpk0bXXTRRfL39/e2devWTXl5eSouLlZAQECpMW63W263uxJ7BwAA6rMqnblxuVx6+OGH9dNPP+nLL7/Uxo0bdfjwYT3++OMVXkdAQIBiYmKUlZXlbfN4PMrKylJcXFyZY/r376+dO3d6HyAoSd99953atGlTZrABAAANT6XO3Nxxxx0V6lfe3U7/KiUlRUlJSerbt69iY2M1e/ZsnThxQsnJyZKkMWPGqF27dsrIyJAkTZw4US+88IKmTZumqVOn6vvvv9eTTz6pu+++uzK7AQAALFapcJOZmakOHTqod+/e1fIFmYmJiTp8+LDS0tKUl5enXr16ae3atd5Jxvv27fN5EnJkZKTee+893XPPPbr88svVrl07TZs2TQ888MAF1wIAAOzgMpVIKZMnT9bSpUvVoUMHJScn67bbblOLFi1qsr5qV1hYqNDQUBUUFCgkJKTa1+9ZOaTa14n6xe/md50uAXDU8jkFTpcAhyVOC632dVbm73el5tzMnTtXBw8e1P3336+3335bkZGRGjVqlN57771qOZMDAABwoSo9odjtdmv06NFat26dvv76a/Xo0UOTJk1SVFSUjh8/XhM1AgAAVFiVvzhT+vWJwi6XS8aYcz4lGAAAoLZUOtwUFRVp6dKlGjx4sC699FJ98cUXeuGFF7Rv3z4FBwfXRI0AAAAVVqm7pSZNmqRly5YpMjJSd9xxh5YuXaqwsLCaqg0AAKDSKhVu5s+fr/bt26tTp0768MMP9eGHH5bZ74033qiW4gAAACqrUuFmzJgxcrlcNVULAADABav0Q/wAAADqsgu6WwoAAKCuIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKo2cLgBA9Zo4p8DpEuCwedNCnS4BcBRnbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGCVOhFu5s6dq6ioKAUGBqpfv37atGlThcYtW7ZMLpdLI0aMqNkCAQBAveF4uFm+fLlSUlKUnp6urVu3Kjo6WgkJCTp06NA5x+3du1f33XefBgwYUEuVAgCA+sDxcDNr1iyNHz9eycnJ6t69u+bPn6/GjRtr0aJF5Y4pKSnRn/70J82YMUOdOnWqxWoBAEBd52i4KS4u1pYtWxQfH+9t8/PzU3x8vHJycsod99hjj6l169a68847z7uNoqIiFRYW+iwAAMBejoabI0eOqKSkROHh4T7t4eHhysvLK3PMhg0b9PLLL2vhwoUV2kZGRoZCQ0O9S2Rk5AXXDQAA6i7HL0tVxrFjx3T77bdr4cKFCgsLq9CY1NRUFRQUeJfc3NwarhIAADipkZMbDwsLk7+/v/Lz833a8/PzFRERUar/rl27tHfvXg0bNszb5vF4JEmNGjXSjh07dPHFF/uMcbvdcrvdNVA9AACoixw9cxMQEKCYmBhlZWV52zwej7KyshQXF1eqf9euXfXFF19o+/bt3mX48OEaNGiQtm/fziUnAADg7JkbSUpJSVFSUpL69u2r2NhYzZ49WydOnFBycrIkacyYMWrXrp0yMjIUGBionj17+oxv1qyZJJVqBwAADZPj4SYxMVGHDx9WWlqa8vLy1KtXL61du9Y7yXjfvn3y86tXU4MAAICDHA83kjRlyhRNmTKlzPeys7PPOTYzM7P6CwIAAPUWp0QAAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBV6kS4mTt3rqKiohQYGKh+/fpp06ZN5fZduHChBgwYoObNm6t58+aKj48/Z38AANCwOB5uli9frpSUFKWnp2vr1q2Kjo5WQkKCDh06VGb/7OxsjR49WuvXr1dOTo4iIyN13XXXaf/+/bVcOQAAqIscDzezZs3S+PHjlZycrO7du2v+/Plq3LixFi1aVGb/v//975o0aZJ69eqlrl276qWXXpLH41FWVlYtVw4AAOoiR8NNcXGxtmzZovj4eG+bn5+f4uPjlZOTU6F1nDx5UmfOnFGLFi3KfL+oqEiFhYU+CwAAsJej4ebIkSMqKSlReHi4T3t4eLjy8vIqtI4HHnhAbdu29QlIv5eRkaHQ0FDvEhkZecF1AwCAusvxy1IX4qmnntKyZcv05ptvKjAwsMw+qampKigo8C65ubm1XCUAAKhNjZzceFhYmPz9/ZWfn+/Tnp+fr4iIiHOOffbZZ/XUU0/p/fff1+WXX15uP7fbLbfbXS31AgCAus/RMzcBAQGKiYnxmQx8dnJwXFxcueOeeeYZPf7441q7dq369u1bG6UCAIB6wtEzN5KUkpKipKQk9e3bV7GxsZo9e7ZOnDih5ORkSdKYMWPUrl07ZWRkSJKefvpppaWlacmSJYqKivLOzQkODlZwcLBj+wEAAOoGx8NNYmKiDh8+rLS0NOXl5alXr15au3atd5Lxvn375Of32wmmefPmqbi4WCNHjvRZT3p6uh599NHaLB0AANRBjocbSZoyZYqmTJlS5nvZ2dk+r/fu3VvzBQEAgHqrXt8tBQAA8K8INwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKvUiXAzd+5cRUVFKTAwUP369dOmTZvO2X/lypXq2rWrAgMDddlll2nNmjW1VCkAAKjrHA83y5cvV0pKitLT07V161ZFR0crISFBhw4dKrP/J598otGjR+vOO+/Utm3bNGLECI0YMUJffvllLVcOAADqIsfDzaxZszR+/HglJyere/fumj9/vho3bqxFixaV2X/OnDm6/vrr9Ze//EXdunXT448/rj59+uiFF16o5coBAEBd1MjJjRcXF2vLli1KTU31tvn5+Sk+Pl45OTlljsnJyVFKSopPW0JCglatWlVm/6KiIhUVFXlfFxQUSJIKCwsvsPqyeU7+UiPrRf3hV0PHVkUVn3Z2+3BeYaHL0e2f5Bhs8GriGDz7d9sYc96+joabI0eOqKSkROHh4T7t4eHh+vbbb8sck5eXV2b/vLy8MvtnZGRoxowZpdojIyOrWDVwHmNDna4ADdyiB52uAA3dHTV4DB47dkyhoef+PetouKkNqampPmd6PB6PfvrpJ7Vs2VIul7P/urFNYWGhIiMjlZubq5CQEKfLQQPEMQincQzWHGOMjh07prZt2563r6PhJiwsTP7+/srPz/dpz8/PV0RERJljIiIiKtXf7XbL7Xb7tDVr1qzqReO8QkJC+KGGozgG4TSOwZpxvjM2Zzk6oTggIEAxMTHKysrytnk8HmVlZSkuLq7MMXFxcT79JWndunXl9gcAAA2L45elUlJSlJSUpL59+yo2NlazZ8/WiRMnlJycLEkaM2aM2rVrp4yMDEnStGnTNHDgQM2cOVNDhw7VsmXLtHnzZi1YsMDJ3QAAAHWE4+EmMTFRhw8fVlpamvLy8tSrVy+tXbvWO2l437598vP77QTTFVdcoSVLluiRRx7RQw89pEsuuUSrVq1Sz549ndoF/H9ut1vp6emlLgMCtYVjEE7jGKwbXKYi91QBAADUE44/xA8AAKA6EW4AAIBVCDcAAMAqhBsAAGAVwg28srOz5XK5dPToUadLQQPFMQincQzagXBjicOHD2vixIlq37693G63IiIilJCQoI8//rhat5OZmVmnnvBsjFFaWpratGmjoKAgxcfH6/vvv3e6rAapoR6Db7zxhq677jrvV7ps377d6ZIarIZ4DJ45c0YPPPCALrvsMjVp0kRt27bVmDFjdODAAadLc5Tjz7lB9fjjH/+o4uJivfLKK+rUqZPy8/OVlZWlH3/80enSatQzzzyj5557Tq+88oo6duyo6dOnKyEhQV9//bUCAwOdLq9BaajH4IkTJ3TllVdq1KhRGj9+vNPlNGgN8Rg8efKktm7dqunTpys6Olo///yzpk2bpuHDh2vz5s1Ol+ccg3rv559/NpJMdnZ2uX327NljJJlt27aVGrd+/XpjjDHr1683ksw777xjLrvsMuN2u02/fv3MF1984fP+75f09HQzY8YM06NHj1LbjI6ONo888ogxxpikpCRz0003mUcffdSEhYWZpk2bmgkTJpiioiJv/5KSEvPkk0+aqKgoExgYaC6//HKzcuXKcvfJ4/GYiIgI87e//c3bdvToUeN2u83SpUsr9NmhejTUY/B8+4fawzH4m02bNhlJ5ocffqjUOJsQbixw5swZExwcbP785z+b06dPl9mnMj/U3bp1M//85z/N559/bm688UYTFRVliouLTVFRkZk9e7YJCQkxBw8eNAcPHjTHjh0zubm5xs/Pz2zatMm77q1btxqXy2V27dpljPn1hzo4ONgkJiaaL7/80rzzzjumVatW5qGHHvKOeeKJJ0zXrl3N2rVrza5du8zixYuN2+0u95fVrl27yvxjctVVV5m77767Cp8kqqqhHoPn2z/UHo7B36xbt864XC5TUFBQiU/QLoQbS7z++uumefPmJjAw0FxxxRUmNTXVfPbZZ973K/NDvWzZMm+fH3/80QQFBZnly5cbY4xZvHixCQ0NLbX9IUOGmIkTJ3pfT5061Vx99dXe10lJSaZFixbmxIkT3rZ58+aZ4OBgU1JSYk6fPm0aN25sPvnkE5/13nnnnWb06NFl7vPHH39sJJkDBw74tN98881m1KhR5XxSqCkN8Rj8PcKN8xr6MWiMMadOnTJ9+vQxt956a4X624oJxZb44x//qAMHDuitt97S9ddfr+zsbPXp00eZmZmVXtfvv2G9RYsW6tKli7755ptzjhk/fryWLl2q06dPq7i4WEuWLNEdd9zh0yc6OlqNGzf22c7x48eVm5urnTt36uTJkxo8eLCCg4O9y6uvvqpdu3ZVeh9Q+zgG4bSGfgyeOXNGo0aNkjFG8+bNq+Qe24UJxRYJDAzU4MGDNXjwYE2fPl3jxo1Tenq6xo4d6/3yUfO7rxI7c+ZMtW172LBhcrvdevPNNxUQEKAzZ85o5MiRFR5//PhxSdLq1avVrl07n/fK+wK6iIgISVJ+fr7atGnjbc/Pz1evXr0quQeoDg3tGETd01CPwbPB5ocfftAHH3ygkJCQyu+ARQg3FuvevbtWrVolSWrVqpUk6eDBg+rdu7cklXvL6saNG9W+fXtJ0s8//6zvvvtO3bp1kyQFBASopKSk1JhGjRopKSlJixcvVkBAgG655RYFBQX59Pnss8906tQpb/vGjRsVHBysyMhItWjRQm63W/v27dPAgQMrtH8dO3ZURESEsrKyvGGmsLBQn376qSZOnFihdaBm2X4Mou5rCMfg2WDz/fffa/369WrZsmWFx1rL2atiqA5HjhwxgwYNMq+99pr57LPPzO7du82KFStMeHi4ueOOO7z9/v3f/90MGDDAfP311yY7O9vExsaWea25R48e5v333zdffPGFGT58uGnfvr13Nv/ZeS7vv/++OXz4sM+14++++874+/sbf39/s3HjRp8az06kGz16tPnqq6/M6tWrTXh4uHnwwQe9fR5++GHTsmVLk5mZaXbu3Gm2bNlinnvuOZOZmVnuvj/11FOmWbNm5n/+53/M559/bm666SbTsWNHc+rUqer4aFFBDfkY/PHHH822bdvM6tWrvXM1tm3bZg4ePFgdHy0qqKEeg8XFxWb48OHmD3/4g9m+fbt3kvPBgwd97sJqaAg3Fjh9+rR58MEHTZ8+fUxoaKhp3Lix6dKli3nkkUfMyZMnvf2+/vprExcXZ4KCgkyvXr3MP//5zzJ/qN9++23To0cPExAQYGJjY30m5BljzF133WVatmzpvQXy9wYMGFDm7ZBnb4FMS0szLVu2NMHBwWb8+PE+dzV4PB4ze/Zs06VLF3PRRReZVq1amYSEBPPhhx+Wu+8ej8dMnz7dhIeHG7fbba699lqzY8eOKnyKuBAN+RhcvHhxqVuDy6oLNauhHoNnJ0mXtZzdp4bIZczvLj4CF8AYo0suuUSTJk1SSkqKz3tjx47V0aNHvaeHgZrAMQincQzWDcy5QbU4fPiwli1bpry8PCUnJztdDhogjkE4jWOw7iDcoFq0bt1aYWFhWrBggZo3b+50OWiAOAbhNI7BuoPLUgAAwCo8xA8AAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsMr/A0kk4MkxKnR4AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Speech.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Drooling.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Swallowing.\n" ] }, { "data": { "image/png": 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999zzvY9RWVmp8vJyvxsAALCXo3Fz4MABVVdXKyIiwm95RESESkpKatxm9erV+vOf/6yZM2fW6TFyc3MVFhbmu0VHR5/13AAAoPly/GWp+jh69KjuvPNOzZw5U+Hh4XXaZuLEiSorK/PdiouLz/GUAADASY5+/UJ4eLgCAgJUWlrqt7y0tFSRkZFnrL9jxw599dVXuummm3zLvF6vJKlVq1b67LPPdNlll/lt4/F45PF4zsH0AACgOXL0zE1gYKDi4uKUn5/vW+b1epWfn6/ExMQz1u/Ro4e2bt2qTZs2+W7Dhw/X0KFDtWnTJl5yAgAAzn9xZlZWltLT0xUfH6+EhATl5eWpoqJCGRkZkqS0tDRFRUUpNzdXQUFBuuKKK/y2b9u2rSSdsRwAALRMjsdNamqq9u/fr+zsbJWUlCg2NlZLly71XWRcVFQkt/u8ujQIAAA4yGWMMU4P0ZTKy8sVFhamsrIyhYaGNvr+vQuua/R94vzivv0dp0cAHDX/xTKnR4DDUseHNfo+6/PvN6dEAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAVmkWcTN16lTFxMQoKChIAwYMUEFBQa3rLly4UPHx8Wrbtq0uuOACxcbG6tVXX23CaQEAQHPmeNzMnz9fWVlZysnJUWFhofr27auUlBTt27evxvXbt2+vRx55RGvXrtWWLVuUkZGhjIwMLVu2rIknBwAAzZHjcTNlyhRlZmYqIyNDvXr10vTp0xUcHKxZs2bVuP4111yjW265RT179tRll12m8ePH68orr9Tq1aubeHIAANAcORo3VVVV2rBhg5KTk33L3G63kpOTtXbt2u/d3hij/Px8ffbZZxo8eHCN61RWVqq8vNzvBgAA7OVo3Bw4cEDV1dWKiIjwWx4REaGSkpJatysrK1NISIgCAwN1ww036OWXX9awYcNqXDc3N1dhYWG+W3R0dKM+BwAA0Lw4/rJUQ1x44YXatGmT1q9fr6efflpZWVlauXJljetOnDhRZWVlvltxcXHTDgsAAJpUKycfPDw8XAEBASotLfVbXlpaqsjIyFq3c7vd6tatmyQpNjZW//znP5Wbm6trrrnmjHU9Ho88Hk+jzg0AAJovR8/cBAYGKi4uTvn5+b5lXq9X+fn5SkxMrPN+vF6vKisrz8WIAADgPOPomRtJysrKUnp6uuLj45WQkKC8vDxVVFQoIyNDkpSWlqaoqCjl5uZK+voamvj4eF122WWqrKzUkiVL9Oqrr2ratGlOPg0AANBMOB43qamp2r9/v7Kzs1VSUqLY2FgtXbrUd5FxUVGR3O5vTjBVVFRozJgx+te//qU2bdqoR48eeu2115SamurUUwAAAM2IyxhjnB6iKZWXlyssLExlZWUKDQ1t9P17F1zX6PvE+cV9+ztOjwA4av6LZU6PAIeljg9r9H3W59/v8/LdUgAAALUhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABglQZ9iF91dbXmzJmj/Px87du3T16v1+/+999/v1GGAwAAqK8Gxc348eM1Z84c3XDDDbriiivkcrkaey4AAIAGaVDczJs3T2+++aauv/76xp4HAADgrDTompvAwEB169atsWcBAAA4aw2Km/vvv18vvviiWtjXUgEAgPNAg16WWr16tVasWKF33nlHvXv3VuvWrf3uX7hwYaMMBwAAUF8Nipu2bdvqlltuaexZAAAAzlqD4mb27NmNPQcAAECj4EP8AACAVRp05kaS3nrrLb355psqKipSVVWV332FhYVnPRgAAEBDNOjMzUsvvaSMjAxFRERo48aNSkhIUIcOHbRz505dd911jT0jAABAnTUobv74xz9qxowZevnllxUYGKgHH3xQy5cv13333aeysrLGnhEAAKDOGhQ3RUVFGjhwoCSpTZs2Onr0qCTpzjvv1Ny5cxtvOgAAgHpqUNxERkbq0KFDkqTOnTtr3bp1kqQvv/ySD/YDAACOalDc/OhHP9Lbb78tScrIyNB//dd/adiwYUpNTeXzbwAAgKMa9G6pGTNmyOv1SpJ+/etfq0OHDlqzZo2GDx+uX/7yl406IID6Gf0i1721dNPGhzk9AuCoBsWN2+2W2/3NSZ+RI0dq5MiRjTYUAABAQzX4Q/xWrVqlX/ziF0pMTNTu3bslSa+++qpWr17daMMBAADUV4Pi5i9/+YtSUlLUpk0bbdy4UZWVlZKksrIyTZo0qVEHBAAAqI8Gxc3vfvc7TZ8+XTNnzvT7RvAf/vCHfDoxAABwVIPi5rPPPtPgwYPPWB4WFqYjR46c7UwAAAAN1uDPudm+ffsZy1evXq2uXbue9VAAAAAN1aC4yczM1Pjx4/XRRx/J5XJpz549ev311zVhwgSNHj26sWcEAACoswa9Ffyhhx6S1+vVj3/8Yx0/flyDBw+Wx+PRhAkTNG7cuMaeEQAAoM4aFDcul0uPPPKIHnjgAW3fvl3Hjh1Tr169FBIS0tjzAQAA1Eu94ubuu++u03qzZs1q0DAAAABnq15xM2fOHHXp0kX9+vXjCzIBAECzVK+4GT16tObOnasvv/xSGRkZ+sUvfqH27dufq9kAAADqrV7vlpo6dar27t2rBx98UH//+98VHR2tO+64Q8uWLeNMDgAAaBbq/VZwj8ejUaNGafny5dq2bZt69+6tMWPGKCYmRseOHTsXMwIAANRZg784U/r628FdLpeMMaqurm6smQAAABqs3nFTWVmpuXPnatiwYfrBD36grVu36g9/+IOKiop4KzgAAHBcvS4oHjNmjObNm6fo6Gjdfffdmjt3rsLDw8/VbAAAAPVWr7iZPn26OnfurK5du+qDDz7QBx98UON6CxcubJThAAAA6qtecZOWliaXy3WuZgEAADhr9f4QPwAAgObsrN4tBQAA0NwQNwAAwCrEDQAAsApxAwAArELcAAAAqxA3AADAKsQNAACwCnEDAACsQtwAAACrEDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAqzSLuJk6dapiYmIUFBSkAQMGqKCgoNZ1Z86cqaSkJLVr107t2rVTcnLyd64PAABaFsfjZv78+crKylJOTo4KCwvVt29fpaSkaN++fTWuv3LlSo0aNUorVqzQ2rVrFR0drWuvvVa7d+9u4skBAEBz5HjcTJkyRZmZmcrIyFCvXr00ffp0BQcHa9asWTWu//rrr2vMmDGKjY1Vjx499Kc//Uler1f5+flNPDkAAGiOHI2bqqoqbdiwQcnJyb5lbrdbycnJWrt2bZ32cfz4cZ06dUrt27ev8f7KykqVl5f73QAAgL0cjZsDBw6ourpaERERfssjIiJUUlJSp3389re/VadOnfwC6dtyc3MVFhbmu0VHR5/13AAAoPly/GWps/HMM89o3rx5+utf/6qgoKAa15k4caLKysp8t+Li4iaeEgAANKVWTj54eHi4AgICVFpa6re8tLRUkZGR37nt5MmT9cwzz+i9997TlVdeWet6Ho9HHo+nUeYFAADNn6NnbgIDAxUXF+d3MfDpi4MTExNr3e7ZZ5/VU089paVLlyo+Pr4pRgUAAOcJR8/cSFJWVpbS09MVHx+vhIQE5eXlqaKiQhkZGZKktLQ0RUVFKTc3V5L0+9//XtnZ2XrjjTcUExPjuzYnJCREISEhjj0PAADQPDgeN6mpqdq/f7+ys7NVUlKi2NhYLV261HeRcVFRkdzub04wTZs2TVVVVbrtttv89pOTk6PHH3+8KUcHAADNkONxI0ljx47V2LFja7xv5cqVfj9/9dVX534gAABw3jqv3y0FAADwn4gbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAVnE8bqZOnaqYmBgFBQVpwIABKigoqHXdTz/9VLfeeqtiYmLkcrmUl5fXdIMCAIDzgqNxM3/+fGVlZSknJ0eFhYXq27evUlJStG/fvhrXP378uLp27apnnnlGkZGRTTwtAAA4HzgaN1OmTFFmZqYyMjLUq1cvTZ8+XcHBwZo1a1aN61911VV67rnnNHLkSHk8niaeFgAAnA8ci5uqqipt2LBBycnJ3wzjdis5OVlr165ttMeprKxUeXm53w0AANjLsbg5cOCAqqurFRER4bc8IiJCJSUljfY4ubm5CgsL892io6Mbbd8AAKD5cfyC4nNt4sSJKisr892Ki4udHgkAAJxDrZx64PDwcAUEBKi0tNRveWlpaaNeLOzxeLg+BwCAFsSxMzeBgYGKi4tTfn6+b5nX61V+fr4SExOdGgsAAJznHDtzI0lZWVlKT09XfHy8EhISlJeXp4qKCmVkZEiS0tLSFBUVpdzcXElfX4S8bds233/v3r1bmzZtUkhIiLp16+bY8wAAAM2Ho3GTmpqq/fv3Kzs7WyUlJYqNjdXSpUt9FxkXFRXJ7f7m5NKePXvUr18/38+TJ0/W5MmTNWTIEK1cubKpxwcAAM2Qo3EjSWPHjtXYsWNrvO8/gyUmJkbGmCaYCgAAnK+sf7cUAABoWYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAVmkWcTN16lTFxMQoKChIAwYMUEFBwXeuv2DBAvXo0UNBQUHq06ePlixZ0kSTAgCA5s7xuJk/f76ysrKUk5OjwsJC9e3bVykpKdq3b1+N669Zs0ajRo3SPffco40bN2rEiBEaMWKEPvnkkyaeHAAANEeOx82UKVOUmZmpjIwM9erVS9OnT1dwcLBmzZpV4/ovvviifvKTn+iBBx5Qz5499dRTT6l///76wx/+0MSTAwCA5qiVkw9eVVWlDRs2aOLEib5lbrdbycnJWrt2bY3brF27VllZWX7LUlJStGjRohrXr6ysVGVlpe/nsrIySVJ5eflZTl8z7/F/n5P94vzhPkfHVl1VnXT28eG88nKXo49/nGOwxTsXx+Dpf7eNMd+7rqNxc+DAAVVXVysiIsJveUREhP7v//6vxm1KSkpqXL+kpKTG9XNzc/XEE0+csTw6OrqBUwPf464wpydACzfrIacnQEt39zk8Bo8ePaqwsO/+e9bRuGkKEydO9DvT4/V6dejQIXXo0EEul7P/d2Ob8vJyRUdHq7i4WKGhoU6PgxaIYxBO4xg8d4wxOnr0qDp16vS96zoaN+Hh4QoICFBpaanf8tLSUkVGRta4TWRkZL3W93g88ng8fsvatm3b8KHxvUJDQ/lDDUdxDMJpHIPnxvedsTnN0QuKAwMDFRcXp/z8fN8yr9er/Px8JSYm1rhNYmKi3/qStHz58lrXBwAALYvjL0tlZWUpPT1d8fHxSkhIUF5enioqKpSRkSFJSktLU1RUlHJzcyVJ48eP15AhQ/T888/rhhtu0Lx58/Txxx9rxowZTj4NAADQTDgeN6mpqdq/f7+ys7NVUlKi2NhYLV261HfRcFFRkdzub04wDRw4UG+88YYeffRRPfzww7r88su1aNEiXXHFFU49Bfx/Ho9HOTk5Z7wMCDQVjkE4jWOweXCZurynCgAA4Dzh+If4AQAANCbiBgAAWIW4AQAAViFuAACAVYgb+KxcuVIul0tHjhxxehS0UByDcBrHoB2IG0vs379fo0ePVufOneXxeBQZGamUlBR9+OGHjfo4c+bMaVaf8GyMUXZ2ti6++GK1adNGycnJ+uKLL5weq0VqqcfgwoULde211/q+0mXTpk1Oj9RitcRj8NSpU/rtb3+rPn366IILLlCnTp2UlpamPXv2OD2aoxz/nBs0jltvvVVVVVV65ZVX1LVrV5WWlio/P18HDx50erRz6tlnn9VLL72kV155RZdeeqkee+wxpaSkaNu2bQoKCnJ6vBalpR6DFRUVGjRokO644w5lZmY6PU6L1hKPwePHj6uwsFCPPfaY+vbtq8OHD2v8+PEaPny4Pv74Y6fHc47Bee/w4cNGklm5cmWt63z55ZdGktm4ceMZ261YscIYY8yKFSuMJPOPf/zD9OnTx3g8HjNgwACzdetWv/u/fcvJyTFPPPGE6d279xmP2bdvX/Poo48aY4xJT083N998s3n88cdNeHi4ufDCC80vf/lLU1lZ6Vu/urraTJo0ycTExJigoCBz5ZVXmgULFtT6nLxer4mMjDTPPfecb9mRI0eMx+Mxc+fOrdPvDo2jpR6D3/f80HQ4Br9RUFBgJJldu3bVazubEDcWOHXqlAkJCTG/+c1vzMmTJ2tcpz5/qHv27Gneffdds2XLFnPjjTeamJgYU1VVZSorK01eXp4JDQ01e/fuNXv37jVHjx41xcXFxu12m4KCAt++CwsLjcvlMjt27DDGfP2HOiQkxKSmpppPPvnE/OMf/zAdO3Y0Dz/8sG+b3/3ud6ZHjx5m6dKlZseOHWb27NnG4/HU+pfVjh07avzHZPDgwea+++5rwG8SDdVSj8Hve35oOhyD31i+fLlxuVymrKysHr9BuxA3lnjrrbdMu3btTFBQkBk4cKCZOHGi2bx5s+/++vyhnjdvnm+dgwcPmjZt2pj58+cbY4yZPXu2CQsLO+Pxr7vuOjN69Gjfz+PGjTPXXHON7+f09HTTvn17U1FR4Vs2bdo0ExISYqqrq83JkydNcHCwWbNmjd9+77nnHjNq1Kgan/OHH35oJJk9e/b4Lb/99tvNHXfcUctvCudKSzwGv424cV5LPwaNMebEiROmf//+5mc/+1md1rcVFxRb4tZbb9WePXv09ttv6yc/+YlWrlyp/v37a86cOfXe17e/Yb19+/bq3r27/vnPf37nNpmZmZo7d65OnjypqqoqvfHGG7r77rv91unbt6+Cg4P9HufYsWMqLi7W9u3bdfz4cQ0bNkwhISG+2//8z/9ox44d9X4OaHocg3BaSz8GT506pTvuuEPGGE2bNq2ez9guXFBskaCgIA0bNkzDhg3TY489pnvvvVc5OTm66667fF8+ar71VWKnTp1qtMe+6aab5PF49Ne//lWBgYE6deqUbrvttjpvf+zYMUnS4sWLFRUV5XdfbV9AFxkZKUkqLS3VxRdf7FteWlqq2NjYej4DNIaWdgyi+Wmpx+DpsNm1a5fef/99hYaG1v8JWIS4sVivXr20aNEiSVLHjh0lSXv37lW/fv0kqda3rK5bt06dO3eWJB0+fFiff/65evbsKUkKDAxUdXX1Gdu0atVK6enpmj17tgIDAzVy5Ei1adPGb53NmzfrxIkTvuXr1q1TSEiIoqOj1b59e3k8HhUVFWnIkCF1en6XXnqpIiMjlZ+f74uZ8vJyffTRRxo9enSd9oFzy/ZjEM1fSzgGT4fNF198oRUrVqhDhw513tZazr4qhsZw4MABM3ToUPPqq6+azZs3m507d5o333zTREREmLvvvtu33tVXX22SkpLMtm3bzMqVK01CQkKNrzX37t3bvPfee2br1q1m+PDhpnPnzr6r+U9f5/Lee++Z/fv3+712/Pnnn5uAgAATEBBg1q1b5zfj6QvpRo0aZT799FOzePFiExERYR566CHfOo888ojp0KGDmTNnjtm+fbvZsGGDeemll8ycOXNqfe7PPPOMadu2rfnb3/5mtmzZYm6++WZz6aWXmhMnTjTGrxZ11JKPwYMHD5qNGzeaxYsX+67V2Lhxo9m7d29j/GpRRy31GKyqqjLDhw83l1xyidm0aZPvIue9e/f6vQurpSFuLHDy5Enz0EMPmf79+5uwsDATHBxsunfvbh599FFz/Phx33rbtm0ziYmJpk2bNiY2Nta8++67Nf6h/vvf/2569+5tAgMDTUJCgt8FecYY86tf/cp06NDB9xbIb0tKSqrx7ZCn3wKZnZ1tOnToYEJCQkxmZqbfuxq8Xq/Jy8sz3bt3N61btzYdO3Y0KSkp5oMPPqj1uXu9XvPYY4+ZiIgI4/F4zI9//GPz2WefNeC3iLPRko/B2bNnn/HW4JrmwrnVUo/B0xdJ13Q7/ZxaIpcx33rxETgLxhhdfvnlGjNmjLKysvzuu+uuu3TkyBHf6WHgXOAYhNM4BpsHrrlBo9i/f7/mzZunkpISZWRkOD0OWiCOQTiNY7D5IG7QKC666CKFh4drxowZateundPjoAXiGITTOAabD16WAgAAVuFD/AAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABW+X/fGw8WW9l76AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Handwriting.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Rolling.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Tremor.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Arising.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Groups have significatively different means for Freezing.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "biomarkers = ['Cognition', 'Psychosis', 'Depression', 'Anxiety', 'Apathy',\n", " 'Impulsivity', 'Insomnia', 'Sleepiness', 'Pain', 'Incontinence',\n", " 'Constipation', 'Dizziness', 'Fatigue', 'Speech', 'Drooling',\n", " 'Swallowing', 'Eating', 'Dressing', 'Hygiene', 'Handwriting', 'Hobbies',\n", " 'Rolling', 'Tremor', 'Arising', 'Walking', 'Freezing']\n", "\n", "categories = ['Subtype 0', 'Subtype 1', 'Subtype 2']\n", "\n", "for biomarker in biomarkers:\n", "\n", " st_0_lst = st_0.dropna()[biomarker].to_numpy()\n", " st_1_lst = st_1.dropna()[biomarker].to_numpy()\n", " st_2_lst = st_2.dropna()[biomarker].to_numpy()\n", "\n", " # Perform Kruskal-Wallis test\n", " stat, p_value = kruskal(st_0_lst, st_1_lst, st_2_lst)\n", "\n", " # Adjust p-values using Bonferroni correction\n", " no_comparisons = 3\n", " adjusted_p_values = multipletests([p_value], method='bonferroni')[1]\n", "\n", " # print(f\"Kruskal-Wallis Test statistic for \" + biomarker + \": {stat:.4f}\")\n", " # print(f\"Raw p-value: {p_value:.4f}\")\n", " # print(f\"Adjusted p-value (Bonferroni): {adjusted_p_values[0]:.4f}\")\n", "\n", " if adjusted_p_values[0] < 0.05:\n", " \n", " print(\"Groups have significatively different means for \" + biomarker + \".\")\n", "\n", " # Plotting\n", " values = [np.mean(st_0_lst), np.mean(st_1_lst), np.mean(st_2_lst)]\n", " fig, ax = plt.subplots()\n", " ax.bar(categories, values, color=['#fdaa48','#6890F0','#A890F0'])\n", " ax.set_ylabel('Mean')\n", " ax.set_title(biomarker)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, let's visualize the symptoms progressions for each subtype." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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eJX3btm2jdu3a1K5du7SsWbNmhIeHs23bNjp06MD27dsZN26c33UXX3wx33//vV9Z8+bN/WaO4uPj2bJlS7nGGkheXh6HDx+mS5cufuVdunRh06ZNfmUnriaLj48H4PCRFNTQBAwGaBIXesbjqApVGjgtWLCADRs2lEbOp5OSkkKNGjX8ymrUqEFKSspJr5kyZQpPPvnkPxqnEEIIIYSo/hRFKddyuarUsGFDFEU5ZwkgygZ0iqKgquo571s9GjAmZxQQ3VAFtaTMoCjnZCyVocqW6h04cIB77rmHefPmYbPZzlo/EydOJDc3t/TnwIEDZ60vIYQQQgghTiUyMpJevXrxxhtvUFhYqKvPycmhadOmHDhwwO+9devWreTk5NCsWTMAGjdurJt8KO9kxKmYzWZ8Pt9J60NDQ0lISODnn3/2K//5559Lx3YiVdPYk17AtiP5fuXRwdbzKmiCKpxx+v3330lLS6Nt27alZT6fjx9//JHp06fjcrl0G9Li4uJ02URSU1OJi4s7aT9WqxWr1Vq5gxdCCCGEEOIMvfHGG3Tp0oWLL76Yp556ipYtW+L1elm2bBkzZsxg69attGjRgptvvplp06bh9XoZN24cXbt2pX379gDcddddjB49mvbt29O5c2c++ugjNm/eTFJS0j8aW7169VixYgVdunTBarUGzEHw4IMPMmnSJOrXr0/r1q2ZPXs2GzduZN68eX7t0vKK+fNQrl+Z1WTgooQwDIbzK2iCKpxxuvLKK9myZQsbN24s/Wnfvj0333wzGzduDJjFo1OnTrrNbMuWLaNTp07nathCCCGEEEL8I0lJSWzYsIHu3bvzn//8h4suuoiePXuyYsUKZsyYgaIofPbZZ0RERHD55ZfTo0cPkpKS+Oijj0rvcfPNNzNx4kQeeOAB2rZtS3JyMiNHjvzHK7lefvllli1bRu3atWnTpk3ANnfffTf3338///nPf2jRogXffvstn3/+eWlGvYyCkvwCOcXe0muMR6OOWhH28zJoAlC0iiSdP8u6devml5Fj+PDh1KxZkylTpgAl6ci7du3K1KlT6dOnDwsWLOC5556rUDryvLw8wsLCyM3NJTT0/NqQJoQQQgghSjidTpKTk0lMTDyr2z7OJz179iQuLo7333+/SvrPKXKzP6tIV964RghWc+DU5ufCqX5XKhIbVHlWvVPZv38/BsPxSbHOnTszf/58Hn/8cR599FEaNmzIkiVL5AwnIYQQQgjxr1JUVMT//vc/evXqhdFo5MMPP2T58uUsW7bsnI+l0OVld3qBrrx+TDAOa7UONyqkWs04nQsy4ySEEEIIcf77t884FRcX069fP/744w+cTieNGzfm8ccfZ+DAgedsDE6Pjx2p+bryulEOwoLKl579XPhXzDgJIYQQQggh9IKCgli+fHmV9O3xqfydkq87kyohPIjo4As3KZsETkIIIYQQQojT8qkau9MKcHr905VHB1uJD7OhlCO9uObz4U1LwxAcjDEk5GwN9ayQwEkIIYQQQghxUpqmsS+ziDynx6881GambpS9XAGT6nbj3rMHzXs0015mJrbmzct1bXUhgZMQQgghhBBCR9M0juQ6S9OLH2MzGakfG4yxHGnF1aIiXHv26MqN4eHnVdAEEjgJIYQQQgghysgocHE4p9ivTFEUmsSFYDae/ihYb04OnoMHdeUGux1L3booAc5sre4kcBJCCCGEEEIAkFvsYV9moa68UY0QbKc5i0nTNLxpaXjT03V1xshIzPHx590s04kkcBJCCCGEEOJfrsjlZdcZnsWkqSqegwfx5eXp6szx8ZiioiptnFVJAichhBBCCCH+BUaOHElOTg5LliwpLXN5fWxP0Z/FVCfSTrjdcsr7aV4vrj170NxuAH5cv57et93G4Z9/JrZFS4whwZU6/qp2+gWKQgghhBBCiEozcuRIFEVBURQsFgsNGjTgqaeewnss49w54PWp/HU4Vxc0xYfZaFkr/JRBk+p0Uvznnzj//rs0aALo2Lo1h/buJa5Tp5MGTZqm4c114ct3B6yvzmTGSQghhBBCiHOsd+/ezJ49G5fLxddff8348eMxm81MnDjxrParabAzNZ9ij/9ZTFEOCwnhQafcg+TLy8O9f7+u3GCzYalXjyCTibCT9etV8WQUg1c9fl2w+bza8yQzTkIIIYQQ4oKgaRo+X1GV/GiaVqGxWq1W4uLiqFu3LnfeeSc9evTg888/Z+XKlVx88cU4HA7Cw8Pp0qUL+/btY+/evRgMBn777Te/+0ybNo26deuiqiUByV9//UXfvn0JDQ0lJCSEyy67jN27d6NpGoUuL/lOD/97fRpXtmvC5S2SePGJh2gca6dmRMl5TNnZ2QwfPpyIiAjsdjtXX30129ato/jPP3Hv38/+w4e5fsIEEjp3Jvrii2k/ZAgrduxAMZlYuXIliqKQk5MDwL59++jbpy8R4REEh4bQumt7vvl+acnAy5HKvLqRGSchhBBCCHFBUNViVq5qUSV9d+u6BaPRfsbXBwUFkZmZyYABAxg9ejQffvghbrebX3/9FUVRqFu3Lj169GD27Nm0b9++9LrZs2czcuRIDAYDhw4d4vLLL6dbt258//33hIaG8vPPP3Mku4DCQ7m4vSrr164mOrYGcxd+iSfnMDfdeCOXd+rA6NGjgZJlhDt37uSzzz7D7nQy8amn6Dd4MBuWLMFsNnPvs8/iVRRW/fQTwcHBbN26leBg/2V5x5bj3Xn7HbjdblYs/Aa73c62nX8TEhqCOd6BUo6U5tWNBE5CCCGEEEJUEU3TWLFiBUuXLuWWW25hw4YN9O3bl/r16wPQtGnT0rajRo1i7Nix/Pe//8VqtbJhwwa2bNnCZ599BsAbb7xBWFgYCxYswGw2k1Xool3PWL/+QsPCeW/mW9isZgD69OnDihUrGD16NDt37uTzzz/nh48/pkNkJACzp06lUc+efPH99wwdPZpD2dlcf/31tGzZEoCkpKTjz+IrmfXyHC5ADTNx4NBBrrvmWi5q2hxDiIXGnVucV0vzypLASQghhBBCXBAMhiC6dd1SZX1XxJdffklwcDAejwdVVbnpppuYNm0aXq+XXr160bNnT3r06MHgwYOJj48HYMCAAYwfP57FixczdOhQ5syZQ/fu3alXrx4AGzdu5LLLLsPpg22pObo+Q4PMtG7ZojRoAoiPj2fLli2oLhcbly7FZDLRvlGj0vqo8HAaN2rE7sJCjKGh3H333dx5551899139OjRg+uvv56LGjfDm16MN8vp19/428Zy16P3seKXVaVtW7ZoAQVpYDCCI7pC31lVO//myIQQQgghhAhAURSMRnuV/FR0JqV79+5s3LiRnTt3UlxczNy5c3E4HMyePZu1a9fSuXNnPvroIxo1asQvv/wCgMViYfjw4cyePRu32838+fO57bbbSu9psdrILnKTnOF/gG1itIOWtcIxGhTMZrNfHV4v3vx8XDt3lmSOOPZdms1YGzcm6KKLwHA8ZBg1ahR79uxh2LBhbN6wifbt2/PqC6/439NowBznYOyDE9izZw+33HILWzZvpn379rz+7COQfxhyD4Cmcj6RwEkIIYQQQohzzOFw0KBBA+rUqYPJ5L8IrE2bNkycOJE1a9Zw0UUXMX/+/NK6UaNGsXz5ct588028Xi8DBw7E7VXZfDCHhKTGbPh1LR6PB4BaEXZa1gonxFYmWAK8WVkU//mn36G1TZKS8Hq9bMrPx9a4MQazmczMTLZv306zZs0A0FSNOFsUt/cbxkcz3ufeMXfx7vy5ABhsJc9hiXOgmErCjNoJcYy97nI+feMJ/nPHMN6Z/+kJozi/lu1J4CSEEEIIIUQ1kJyczMSJE1m7di379u3ju+++Y+fOnX77nJo2bUrHjh15+OGHGTJ0KHtzPPydUhL8DB05msL8fCbdMxp3yi4yD+/j/fffZ/v27aXXHzuDyXP4sF/fpuhoLrrmGvr378+YO+7gp59+YtOmTQwbNoyaNWvS7+q+uA/mc/eY8SxdupTk/Xv5Y8tGVq35kabNm2KpFYIx5ISznzzF3DvqJpZ+9DbJyXvYsGUbP/y8nqYNkiCmKSS0gfNsv5PscRJCCCGEEKIasNvt/P3338ydO5fMzEzi4+MZP348d9xxh1+7W2+7jTVr1tC172A8vuPL3RJrxrHyh+956KGH6Nq1K0ajkdatW9O5Y0dcycn4srP9DqwFMDgcGBwOzHFxQEmWvnvuuYe+ffvidru5rMulLHn3Y5Tsklksn8/HPY//h0MphwkNDaV379688kqZpXpHNkNYCD5VZfxjUzl4JI3Q4GB6X301r0x7Fcy2s/DtnX2KVtGk8+e5vLw8wsLCyM3NJTQ0tKqHI4QQQgghzoDT6SQ5OZnExERstvPzRbyiNE3jYHYxU597lmVfLWHRsp8BcFhMJMY4MJSZwVHdbty7d6P5fLp7WRKTMDoCp0/XVA1vlhPN6dXVGYJMGCNsKGXPYSpIg7xD+pvZIiCiDihVt9DtVL8rFYkNZMZJCCGEEEKIai41z0nykQwOHdjPgrnvMOHBxzAZDTSKDcZU5kwktagI1549unsoRiOW+vUxWCy6OgDV48ObVuyXJOIYY4QVo6PMdZpWkuShKFN/s5B4CK5x3i3HOxUJnIQQQgghhKimsgvdHMguAmDK4w/xzeef0P2qPjxyz50EWf0DGW9ODp6DB3X3MNjtWOrWRTEaA/bhK/Tgy3YGrDPF2jFYylyn+iBrN7gL9RdE1IOgiNM/2HlIAichhBBCCCGqmQKnhz1l0oo//cqbLJj3HkGW46/wmqbhTUvDm56uu4cpMhJTfHzAVOmapuHLdqEWeXR1is2EKTLAcjyvC9K3g6Zf+kd0I7A4yvl05ycJnIQQQgghhKgmnB4fO1LzdeX1ohyEBh1PK66pKp6DB/3SiR9jjo/HFBUV8P6aV8WTVgRqgOV4YVYMwWZ9oOUuhIwd+psZTBDdGEyBl/5daCRwEkIIIYQQoop5fCrbjuiDoJrhQUQFW0s/ax4PruRkXXY8AEu9ehiDgwPeXy324M08yXK8GDsGa4BlfEVZkLNPX24JhsgkMARe+nehksBJCCGEEEKIKuJTNXam5eP2qn7lMSFW4sOCSj+rTieuXbv0N1AUrA0aYLBadVWapuHLcaEWBliOZzFiirKhlEksgaZBfgoUpOj7ckRDaK0LKuFDRUjgJIQQQgghxDmmahp7MwopcPmn/A4LMlMn0l66XM6Xl4d7/37d9QabDUu9eigm/eu85lPxphejlQnGAAyhFowhFv1yPE2F7L3gzNUPNqwWOGLK/3AXKAmchBBCCCGEOEc0TeNwjpPMQpdfeZDZSP2YYAxHEzJ409PxpKbqrjeGh2NOSEAx6M9FUp1evBnFAfs1RQdhsAV49fd5IXMneAMs44usDzY59/QYCZyEEEIIIYQ4B9LznRzJ9Q9QjIpC47gQTEYDmqriPngIX06O7lpTjRqYoqN1M0WapuHLc6Pm6/c8KSYDppgg/XI8AI8T0rcFHmhMUzD/Ow4VrggJnIQQQgghhDiLcorc7M8q0pU3rhGC1WxE83px7dqD6tTP+ljq1MEYqp/10Xwq3kwnmlufGtwQbMYYZg2YhhxnXskZTGWZbBDVEIz/LDyYM2cO9957LzkBgr/znQROQgghhBBCnAWFLi+70wt05S9MvJt5H7wPgMlkIjI0lIsaNeKGa67hlv79MRgMWOvXxxAUpLtWdfnwpuuDMABTVBCGoJO83hemQ67+cFxs4RBRF5QAs1JnYMiQIVxzzTWVcq/qRgInIYQQQgghKtHJzmKqG+UgLMiMUfXRs0sX3nrmGXw+H2mZmSz7+WcenDqVz9es4fMvvsBg8j/kVi3w4Mt16e6JUcEcY0cxBQh8NK0kWCrKKC1yuz1YLGYIjoOQuErPkBcUFERQgIDvQlA5oaUQQgghhBBVTNM0Cn2+KvnRNA2PT+XPQ7m6oCkhPIiWtcJxFOdT/OefqAUFWC0W4qKjqVmjBu0vuYQnXnmFz774gm++/ZY5c+YAkJ2VzW3DRhIbHUNEQjS9hvRl89YtABjsZp595yUuvvpS3p71DrVr18ZutzN48GBys7MgYycc2cjIMeMZcNv9PPvqTBLaXkXjbjdAQhsO5HoZPGQI4eHhREZG0r9/f/bu3Vs65pUrV3LxxRfjcDgIDw+nS5cu7NtXcqbTpk2b6N69OyEhIYSGhtKuXTt+++03oGSpXnh4uN/zz5gxg/r162OxWGjcuDHvv/++X72iKMycOZPrrrsOu91Ow4YN+fzzzyvxN6NyyIyTEEIIIYS4IBSpKvV/3FIlfS9tkoji0/zKooOtxIfZ8B45QvHeLN01ppgYTLGxpXuRrrjiClq1asUniz5heO8hDLrpeoKsNj5/7xNCQ0OZ+cFset90LTt27CAyMgRFUdi1axcff/wxX3zxBXnZmdx++22Mu30Y86Y/W9rPip9+JTQ6nmUrVgLg8Xjo1asXnTp1YvXq1ZhMJp555hl69+7N5s2bMRgMDBgwgNGjR/Phhx/idrv59ddfS8d5880306ZNG2bMmIHRaGTjxo2YzeaA38vixYu55557mDZtGj169ODLL7/k1ltvpVatWnTv3r203ZNPPskLL7zAiy++yOuvv87NN9/Mvn37iIyM/Ed/L5VJAichhBBCCCH+IafHR9DRFOGhNjN1Imx49u/HebBQ11ZxODAqCuYaNfzKfQVuGtWpz5a//+LnX9fy28bfOfjHbqw2G6bYIF657DW+WPE1ixYtYsyYMSX9Op28N/N/1LQWQGwkrz/9IH2G38PLT9xHXI0aYAvHERzCzHfnYLFYAPjggw9QVZWZM2eWBkOzZ88mPDyclStX0r59e3Jzc+nbty/169cHoGnTpqXj3L9/Pw8++CBNmjQBoGHDhif9Xl566SVGjhzJuHHjALj//vv55ZdfeOmll/wCp5EjR3LjjTcC8Nxzz/Haa6/x66+/0rt37wr8LZxdEjgJIYQQQogLgt1gYPflLc5+R5pGSq6LjBPOYrIpClaTkfoRVrx7duNK0We7syQlYbTbMVgsUFSS4EFTNXzZTtRi77FboygKm7duoaCwgPhW9fzuUVxczO7dR7PieYqpUzOuJGg6qlO7lqiqyvZsI3GtW4LBQIsWLUqDJihZardr1y5CQkL87u10Otm9ezdXXXUVI0eOpFevXvTs2ZMePXowePBg4uPjgZLgZ9SoUbz//vv06NGDG264oTTAKmvbtm2lQV7J82m0vKQjM6dP92vXsmXL0j87HA5CQ0NJS0sLeM+qIoGTEEIIIYS4ICiKgsNoPKt9ZBS4OJxTcsjssRkmRVFoFGZC3ZuMJ8O/vWI0YqlfvyRYOoGmargPFZRESif4e9d2EhMTcZq9xMfHs3LlSv8bahrhZjcc/gOcOf519miwJ5b82XD8e3A4HH7NCgoKaNeuHfPmzdM9X0xMDFAyA3X33Xfz7bff8tFHH/H444+zbNkyOnbsyOTJk7npppv46quv+Oabb5g0aRILFizguuuuO9nXhqpp7C12k+/1kef14dU0VE3DcHTGq+xSP0VRUFX1pPerChI4CSGEEEIIcRp5xR72ZuqX3TWwg3L4AGq2f7nB4cBSpw5KmUDOV+RBLfSguXy6oOnHv37hz7//4v6H/kOtWrVISUnBZDJRr1490FTI3g9O/472H0rhcKGRhIYlMza/LF2KwWCgcePGJ32Wtm3b8tFHHxEbG0togDOijmnTpg1t2rRh4sSJdOrUifnz59OxY0cAGjVqRKNGjbjvvvu48cYbmT17dsDAqUnTpny5chWtr7uhtGzjL7+Q1KQJlZvP7+yTwEkIIYQQQoiTKHJ72ZWmP4uprtGNJTMNcvzLTZGRmOLj/Q6f1TQNX7YLtchTWuZyu0hJS0U1QaY7l6XfLWXKlCn07duX4cOHYzAY6NSpEwMG9OeFR++iUd14Dqek89WK1Vx39RW0b9UMgiKx2WyMGPcfXnrpJfLy8rj77rsZPHgwcXFxJ32mm2++mRdffJH+/fvz1FNPUatWLfbt28enn37KQw89hMfj4e233+baa68lISGB7du3s3PnToYPH05xcTEPPvgggwYNIjExkYMHD7J+/Xquv/56vz4KfT52Fbq4YfzdPDTyFhq1aMUl3bvz47df8/0Xn7F8+fLAB/RWYxI4CSGEEEIIUYbL62N7iv4spgS1CEeePkOeOSEBU5kMcJpXxZNeBGWy7QF8t3I5dds1xGQyERERQatWrXjttdcYMWIEBoMBPE6+njWFx55/g1vveZT0zGziYqK5vGMbajS+GBIagukzGjRowMCBA7nmmmvIysqib9++vPnmm6d8Nrvdzo8//sjDDz/MwIEDyc/Pp2bNmlx55ZWEhoZSXFzM33//zdy5c8nMzCQ+Pp7x48dzxx134PV6yczMZPjw4aSmphIdHc3AgQN58sknASjw+fABu47u/7qibz8emvoi709/lRcfeZDExERmz55Nt27dyvk3UX0omqbp/yYvYHl5eYSFhZGbm3vKqUkhhBBCCFF9OZ1OkpOTSUxMxGazVdp9vT6V7an5+NQyqcXdBUQU5ejaW+rVwxgc7FemFnvxZhYHvL8pJgiD9RRzF658yNylLzdaIbohGI/vBZo8eTJLlixh48aNJ7/fOaBpGkdcHtLdXl1dlMVETau5SmeXTvW7UpHYQGachBBCCCHEv56qauzJKKDI7Z8NL8xVSGxxmQ1MioK1QQMMVmtpkaZp+HJdqAUeylIsRkxRNhSj4eQDKMyA3AP6clsYhNcDwymurSI+TWNvsYsCrz6JQ02bmWhL4LOdzldV+jcwY8YMWrZsSWhoKKGhoXTq1IlvvvnmpO3nzJmDoih+P5X5LwxCCCGEEOLfRdM09mcW8efhXL+gye510SDnoF/QZLDZsDVpQlDz5qVBk+ZT8aQU4jlUoAuaDCEWzDWDMcfaAwdNmga5B0sy5JUNmoJrQHxriEyqdkGTW1X5M7+YP/OLdUFTkt1Kq1D7BRc0QRXPONWqVYupU6fSsGFDNE1j7ty59O/fnz/++IPmzZsHvCY0NJTt27eXfj7fNpUJIYQQQojqISXXSVq+06/MrPqok5+C4YTdLMbwcMwJCSgnBDCq04s34yTL8aKDMNhO8Zqt+iArGdz6PVSE1wV7pL48gMmTJzN58uRyta0MBV4fu4tcunKDAo0cNqzVLMCrbFUaOPXr18/v87PPPsuMGTP45ZdfTho4KYpyyiwhQgghhBBCnEpWoYuD2fqgJzH3CCbt+KyTuUYNTEfPNYKjy/Hy3ah5bt21ismAKSbo1MvxfG5I3wGqfjkfUQ3BGqwvrwYy3V4OOvXP7DAaSLRbMf5LJjKqzR4nn8/HwoULKSwspFOnTidtV1BQQN26dVFVlbZt2/Lcc8+dNMgCcLlcuFzHI+O8vLxKHbcQQgghhDg/5Ds9JGfoz2Kqm5+KxXc8mLHUqYPxhEQBmk/Fm+lEK7P/CcAQbMYYZj31Kih3EWRs15crRohpDCarvq6KaZrGYZeHjAAJH6ItJhKqOOFDVajywGnLli106tQJp9NJcHAwixcvplmzZgHbNm7cmHfffZeWLVuSm5vLSy+9ROfOnfnrr7+oVatWwGumTJlSmh5RCCGEEEL8+xS7vewMcBZTzYJ07N7j/8BubdAAwwn751WXD296UcB7mqJsGIJOs4+nOAeyk/XlZgdE1QeDUV9XxXyaRnKRi0KfPuFDLZuFKEuVhw9VpsrTkbvdbvbv309ubi6LFi1i5syZrFq16qTB04k8Hg9Nmzblxhtv5Omnnw7YJtCMU+3atSUduRBCCCHEeaw86cjdXpW/U/SrjWoUZRHqLgmIFIsFa2IiirkkCNI0DbXAgy9Xv5cHo4I5xo5iOsVyPE2DglTIP6Kvs0dBWG2ohjM1LlVlR6ETNUBkUN9uJdhU/YK88rpg0pFbLBYaNGgAQLt27Vi/fj2vvvoqb7311mmvNZvNtGnThl27AuS6P8pqtWK1Vr/pTyGEEEIIcXb4VJUdqQV4ysyaRDnziHSWBFLG0FDMtWqVJnzQVA1vlhPNqV+aZrCbMUacZjmepkLOfiibuhwgNKEkS141lO/1sSdAwgejotDIYcVygSd8qIgqD5zKUlXVb4boVHw+H1u2bOGaa645y6MSQgghhBDVnappJGcUUujyD35C3UXUKMoCwBQTgyk2tjQIUt0+vGmBl+MZI2wYHadZjqd6IWMXeANk2ItMKjmHqRrKcHs45NQnqQg2GagX9O9J+FARVRo4TZw4kauvvpo6deqQn5/P/PnzWblyJUuXLgVg+PDh1KxZkylTpgDw1FNP0bFjRxo0aEBOTg4vvvgi+/btY9SoUVX5GEIIIYQQogppmsah7GKyivwzvwV53dQsSEdBw1yrFqbw8NI6X6EHX7YTHUXBFBuEwXyapWleJ6T9DQRY2xbTBMxBFX+QSrRy5Uq6d+9OdnY24UefW9M0Drk8ZAZI+BBjMRH/L0z4UBFVGjilpaUxfPhwjhw5QlhYGC1btmTp0qX07NkTgP3792M4YXowOzub0aNHk5KSQkREBO3atWPNmjXl2g8lhBBCCCEuPJkFLjIz/AMgo6pSLz8Fg6ZiTUrCYLcDJcvxfNlO1GJ94KDYTJgibSiG0wQOrnzIDLBNxGiB6EZgLP/Br2vXruXSSy+ld+/efPXVV+W+rjw6d+5c+o7tVTWSi10UBUj4UDvIQqS5JCSoV68e9957L/fee2+ljqWsYykWzrcgrcqTQ5xrFdkAJoQQQgghqqcvN+zD6swkNqEWislSWp6YdwSzomCpn4TBUlKuetSS7HgBMh8Yw60Ygy26cp3CTMjdry+3hkJEIpzBXqBRo0YRHBzMrFmz2L59OwkJCRW+x6k4fSo7ipwEettvYLfiKJPw4WwHTm63m4yMjNLP8fHx5yR4qqzkELLbSwghhBBCnDfW7M6g3iNfMeWbbX7ldfJTaeTOwpCYhFq/AU4M5OcUk5OcQ97BPIpcXoo8vtIfd7gFb2wQLouBIrc38I/LQ1H6for2/U5Rxl6KPOrxH0sURVEXURRSlyKvSkXnIgoKCvjoo4+488476dOnD3PmzCmtW7lyJYqisGLFCtq3b4/dbqdz585s315yFpSmafTo0YNevXqV9puVlUWtWrV44oknyPf6mPnVtwSZjORm55Ted/Mvaxnfpxcda0TRJLEed999N4WFJedadevWjX379nHfffehKAqKolBYWEhoaCiLFi3yG/uSJUtwOBzk5+eX61kLCws5fPiwX9BU8iAV+sqqXLVLDiGEEEIIIURZ21Py6DVtta48tiib6IhQTE0aUezx0fyJpedoRCnAltJPW5/qhb0CZxx9/PHHNGnShMaNGzNs2DDuvfdeJk6c6DcD89hjj/Hyyy8TExPD2LFjue222/j5559RFIW5c+fSokULXnvtNe655x7Gjh1LjYQE+t/7gC5LXojJiO/wAe4c2J9nnnmG2e++S3p6OhMmTGDChAnMnj2bTz/9lFatWjFmzBhGjx4NgMPhYOjQocyePZtBgwaV3u/Y55CQkJM+n6Zp5OTkUFysT5ph0UyEKEFwfq3Uk8BJCCGEEEJUX0fScun035905Tdv+46EXjcRkVQXs82G5lVxpwTOjlcdzZo1i2HDhgHQu3dvcnNzWbVqFd26dStt8+yzz9K1a1cAHnnkEfr06YPT6cRms1GzZk3eeusthg8fzo6DB/ny669ZsHoNJpP/6/1FIUFE2K2MmjqVm2++uXQZXsOGDXnttdfo2rUrM2bMIDIyEqPRSEhICHFxcaXXjxo1qnS/VHx8PGlpaXz99dcsX7484HN5vV4yMjJQVf1+KodmxW4JKtlLZjz/Fr5J4CSEEEIIIaqdnEMp9HlxOYdsEX7lN+z4nskP3YCx9XMkJyejOr24M0qWjAUpsPGOLqVtTdE2DNZyvO66iyFzh75cMUB0YzCdfg9U0Omy8J1g+/bt/PrrryxevLhknCYTQ4YMYdasWX6BU8uWLUv/HB8fD5QkV6tTpw5eVaPlNX3p1rcfb770Eo/991Xq1i85G7VOkIVsR8lenmMzWJs2bWLz5s3Mmzev9J6apqGqKsnJyTRt2jTgWC+++GKaN2/O3LlzeeSRR/jggw+oW7cul19+uV87p9NJVlZWwHuEq3asEY7Tp3av5iRwEkIIIYQQ1UbBX1sZ+dI3/FajCZwQNF16ZAvvTBpCUFIfNFUjfdkuvCFOvEEuTEcDG0VRcNjNmKKDyjejUZwL2XtK/mw+ob3ZDlH1wXB2XpVnzZqF1+v1SwahaRpWq5Xp06cfH4b5eKBxLAAq9njZlFcys1ZcVMS2jRsxGo3s37OLhg4rdmPgAK6goIA77riDu+++W1dXp06dU4531KhRvPHGGzzyyCPMnj2bW2+9FUVR0DSN/Lw8Co7ukzqRSTMQZgzGEm1HMZ1/s0uBSOAkhBBCCCGqXO533/HYzJV8mdQFajQpLW/gymTJY30Jju6Dr8BN6rQNeFIK8YYo0N1R2s4QYsEYailflraCVMg7rC8PioTwOnAWM715vV7ee+89Xn75Za666iq/ugEDBvDhhx/SpEkT3XUFnpIU6ruLXNQ8WvbfxyZiNBj44quvuLZvX0ZeN4ArrrgiYL9t27Zl69atNGjQ4KRjs1gs+Hw+XfmwYcN46KGHeO2119i6dSu33HIL6alpeHz6tO5BmoWQkBCMIQH+LlQVLWcvijMX1RKCIar+Wf2uK5sETkIIIYQQokpomkbm2+/w1ue/806LayHp+DI7B15WTexJdJgd155cDr6kTwwBYAq3YgkPLk9nkLMfigMsJwtJgJAaZ/oYFfLll1+SnZ3N7bffTlhYmF/d9ddfz6xZs3jxxReBku8nzeXhiMvDIZfHr+3vy7/jsw/eY+3atbRt25YHH3yQESNGsHnzZiIi/Jc3Ajz88MN07NiRCRMmMGrUKBwOB1u3bmXZsmWls1z16tXjxx9/ZOjQoVitVqKjowGIiIhg4MCBPPjgg3Tt2hWTyaQLmkKxY48JCXxwsNeJlr4DRfOV5oMwuPPR0FDOowwRF8a8mRBCCCGEOG9oHg+HHniQd64cSvvkmiVB0wl+eKAbf065FstvGRx8ZDXpb2/2qzdG2oge0xJThA2D7TTzAKoX0rfDkY36oCkiERLanLOgCUqW6fXo0UMXNEFJ4PTbb7+xadMmAP7ML+ZImYApxmIi3lnAo+PGMnnyZNq2bQvAk08+SY0aNRg7dmzAflu2bMmqVavYsWMHl112GW3atOGJJ57wWy741FNPsXfvXurXr09MTExpeUFuPv3798ftdjNkyJDSckVTiLKFEx8fT3BCuC5o0oqy4fAfkLYNRfOfycrVIjjf0urJAbhCCCGEEOKc8OXksG/ESP5Id/Kfy+/S1X9yZ2faxIaQMfcv3HvzdPWOi+MI718fxWg45aGmAHhdkP43aPrsbkQ3Bou9Mh6pUnlUjd1FTlwBDuqtF2QhzHzuFoupqkp2ehYunxuARYsWMXnyZDZs2ECw2U5EVCTGQEGrpuHL2ovRlaOrcvmMFBrCCasRj9F07hJFVNYBuLJUTwghhBBCnFWuPXvY07cfB4MiGd3zESiTwO1/w9pyRXgwadM3EmDnEZE3NcHeMiZATaDOCiBzp77cYIaYRmA8fYa8c63Yp7Kj0BmwrpHDRtA5TN3tcbrJzMpEPXo6bXFxMampqbzxxhvcPvxW6tapi2LQzxSpHhda+g6MeCm7WC/fY8EUWYegkBCs5+AZzhYJnIQQQgghxFlR8PPPHLh9FDmWYEZe8wyuMmm9n+jbjBsUC7kf7CKtzLUGu4nYca0xRQeVr7OizJI9TGVZQ0qW5BnKny78XMn1eNlb7NaVW40K9YNsmAMEKGeDpmkUZxeS49TP8r355pu89tprXH755Ux65kld0OTKScVadDjg/p8CQyT2mFqEnCTT3/lGluoJIYQQQohKlTVvHqlPP4PTaOb+y+8iOSzBr37UJXUZmwvOv7N11wa1iiFyUCMU86lnWUqXX8XYsbkDJHxwxEJoQrXL2qZpGqluL6ll9i4BhJuN1LZZMJyjMatelbz0bIo0l67OpBiJio7GGCDZg8/jwZm6B4dBf+CwVzWgRiRicVSf92xZqieEEEIIIaoNzecj5emnyVnwET4Unrt4BGsSWvi1GVIvirsOemFdNmUXpkUMbIjj4rjydeZxwpf3Q83+4IgB0wmBRlhtcET/s4c5C1RNY3+xm1yvPt13vNVMrPXc7fnxFrjIys3Bq+jH4rAEERoVrkslrmkahdmZmAsPYzX6cJSJa90GB+bYBpgMF27uOQmchBBCCCHEGfMVFHLgjjso/v13NGBW87580rCbX5vhIcGMyTfA3jKzLAaFGne3wRznoFwK0mDWVZCdDMG1SwKnY6IalCzLq2Y8qsquIhfuAAkfEoMshJ6jhA+aT8WZWUi2N7+koMykVkRYBEEO/bJIj8tJ3pH9RJoLCVag7AYmX0gtjCExVL+dY5VPAichhBBCCFFh7oOHSB44EDWvZF/Ml/U68Ubr60vrzcCjBNETM+T7X2trHEHkTU0xWMu59yX1L5jROUCFAhH1IUSf2ruqFfl87CzUL4EDaOywYTtHCR/UYi8FWXkUKPrkEwZFITomBpPJPyTQVJW8jHQoyiTM4iKqTFSkoUBMExSzTZcI4kImgZMQQgghhCi3og0b2HfTzaWff4lrxpMdbyv9nIDC/3AQGSBdQFifJIIvTdAtAzupHUth/mB9eVwLGLIIUrLBXL3ytGV7vOwPkPAhyGggKciK6RwkfNBUDW+2k1xnPm7Fq5tdslltRERG6P4eXEWF5Bw5TKjZSZjJS9lpJM0SghKZiFINE22cCxI4CSGEEEKI08pZsoQjj0ws/bw9vDb3drun9HNXTDxL4LORYsa1wlqnAskC1r4JSyfqy1sMhgFvgtEMTiegTy5RFTRNI8XlIc3t1dVFHE34UO5g8R9QXT5c6QXkKEVoiqYLmMLCwnA4/JdF+nxeclNT8TkLibAUUSMoQN640JoQHHueHVdb+SRwEkIIIYQQAWmaRvrLL5M5c1ZpWYo9kluvehQo2e5yLzauC7DDxVI3lOgRzTDYy5n0QPXBl/fBhrn6uiv+Dy77T7XLkKdqGnuL3eQHSPiQYDMTYzn7CR80TcOX68JZUEyeoZhAecGjo6OxWCx+1xTn55GXnobF6CPSUgwBzhAmuhFYyrn/rJzcXpV9mYWYjQbqRVfuvc82CZyEEEIIIYQf1enk4D33ULjqx9KyfHMQo3o8Qp7VQTQKr2OndoAdLiFX1iG0R53yz7A482DeIDiwTl93w1xoPuAMn+LscR9N+OAJkPAhyW4lxHT2l7KpHh/e9GIKNSfFilsXMJnNZqKiojCckOXO63Hz1aefMmDojRzYvIZaUQGiJXMQRDYAY+WGCXnFHvZmFpZ+Lvb4UDXtnKVerwwSOAkhhBBCCAA8aWnsHToU7+EjpWVug4mHLh3H9sg6dMDIKwSeJYge1QJbg/Dyd5a9D/53Gbhy9XWjf4CabSs4+rOv0OtjV5E+4YOiQGO7DWsFEz6sXbuWSy+9lN69e/PVV1+dtr2maagFHjy5TvKUIryKqluOFxwcTEhICIqi0K1bN1q1asUzk/6PwuxsDIqG3VBQ0s7kwW+a6Syce6VpGkdynWQU6L+zsCDzeRU0gQROQgghhBD/es6tW0keeL1fmYrCSxcPY2VCK8ZgZRb6JAymGnZiRrXAGFKBZNT718G7V+nLg+Ng9PcQVrOiwz/rsjxeDgRI+GA3GkiyWzGeYQAwa9Ys7rrrLmbNmsXhw4dJSEgI2E7zqngzi/F4POQYigIux4uMjPQ73NXtdOJ2FlOUl4s7N4O4oGIAzEqZWbLIJLBVblZCj09lT3ohrgBLGGNCrMSF2s7Jnq/KduGeUCWEEEIIIU4p77vv2NakqS5o+vDyYdw04CVuTujMakK5pUzQFNwlgZrPXUrcfe3KHzRt/hgmh+mDpsSu8OhheGD7Pw+aNA3chZXyo7kKOJKXzZbMDA7l5WDwFJX+ROOipVWlodmH0VNUco0WIKnCKRQUFPDRRx9x55130qdPH+bMmVNat3LlShRF4fNPPqNF04sICrZzydWX8cuODaVtsrKyGD9+PB06dKBBgwZ06NCBefPmkZuWQsrundxy802sXfcrM+fMJTqpKUrNtuw9cLj0+t8PFNL+2tHYI+Pp3Lkz27dvB2Dv3r0YDAZ+++03v/FOmzaNunXroqrqSZ8p3+lh88Ecth3J0wVNidEOWtYKJz4s6LwMmkBmnIQQQggh/lU0TSPzrbdIn/aqrm71gDv4gibMwMGYANdGDW9GULOoinQGPzwLP76or7v4Dug9FQyV+O/4niJ4LvCsTUUpQPzRn3J59HCFEil8/PHHNGnShMaNGzNs2DDuvfdeJk6cCKqGN6fkzKUHJz7Ek089SUxMDFOnTmXkyJGsXr2akJAQwsPD6dKlC5MmTcJqMvLpwo8ZMWIEX3y8gO4dGvP2s/dyYN9uLmpSn6ceuBOAmFpJ7C0qOeT2sSee5OWXXyYmJoaxY8dy22238fPPP1OvXj169OjB7Nmzad++fel4Z8+ezciRI/32TMHRjIJ5TtLz9cvxrCYjSTEOzOfozKqzTQInIYQQQoh/Ac3t5vAjE8n7+mtd3e5xj/PL4VjGYuOaMnXGMCsxY1tiigiUdu0kvC745HbY9oW+rs9/ocPtFRv8BWjWrFkMGzYMgN69e5Obm8vyRd9waacu5HpKkijce9+9XH755UDJjE+HDh1Yt24dgwcPJiw0lNtuGoq7uGQJ3pgRw1jz8ypWfPc5V3e8D1toCBaLGbvNRlzDNuCILulYOQDAs88+S9euXQF45JFH6NOnD06nE5vNxqhRoxg7diz//e9/sVqtbNiwgS1btvDZZ5+Vjt/jU0nOKMTp0S/Hiw62Eh92fi7HOxUJnIQQQgghLmDe7Gz2Dx+Ba+dOXV3Rs9M5sN5A+8MmWpeps7evQcR1DVAqMltQmAHv9oZMfV/csgTqd6/I0CvObC+Z+amAAq+P5AD7lxQFGtqtWMs7I2YOfIZVINu3b+fXX3/l008+xZvlRC3yMLDPAP63YBbNu7QuOYMJSmd8oqOjSUhIoHHjxmz64w8ub9cGn8/HqzP+x5fffE1KaiputweX24Mj6IQA12yH4NjjQdMJWrZsWfrn+PiSebW0tDTq1KnDgAEDGD9+PIsXL2bo0KHMmTOH7t27U69ePQqcHvZkFOruB1AvykFo0NlPwV5VJHASQgghhLgAuXbvZk+fvgHrbG8swLwsj5D1UKNMXeTQxthbx1ass7S/4c1L9OWKAcatg5hGFbvfmVKUci+Xy3R7Oeh0AyYwH38ldpgMJAadecKH8pj59jt4vV5q1jq+p0vTNCwWC88++2xpWUxMDAkJCXjdbtL378XrcuEuKglaZr37P96dO5dpT/6HFk0a4rDbuHfSS7h9KsS1AIOp5Ps/CbP5eIBzbGbo2P4li8XC8OHDmT17NgMHDmT+/Pk8OeVFNh/M0d3HajKSFO3AbLowluOdigROQgghhBAXkILVP3Fg9GhduSUxkZB7XsG9Mg2W5fnVuY0Kte9tizmm/LMmAOxaDh9cry+PbQYjvwJ7ZMXud5ZpmsYhl4dMt1dXF20xkWA1n7XlZZqm4ctz484u4v333+fJJyZxadfL/drcfvvtfPPNN7Ru3RqAVSuWY+tWspwuJzeX3Xv30qZJLeKCClj/+wb69+rKsOv7AKA6YtmxP5VmzZqVBE2UBEA+n34pXXmMGjWKiy66iCef/y9uj4cO3Xr71UcFW0m4AJfjnYoETkIIIYQQF4Cs9z8g9YTZimNCel2DpfVI3NtzSoKmE+wIN9H1vg4YrRV8JVz3NnzzoL68+XVw3dtgqkB68nPAp2kkF7ko9OkzwtWyWYiynL1X4mMH1aJqePGx4PvFZOfmMPjGoYSGhpa2i4yMZPDgwcz74APqxsYAMOX5F7BbzCTERPDCK/8lJjKMQVd3A6BhYh0WfbWCNTsyiahRk/9Omkxq6tHA6ah69eqxbt069u7dS3BwMJGR5QtkC1xePCHxtGzbnhefmcSAwTdjCypJKlE3ykHYBbwc71QkcBJCCCGEOE9pPh8pTz5Fzscf6+oi7/gP3uymaG4V9/Ycv7oFEQoT7u9ELbOx/J2pPvj6AfjtXX1dt4nQ9eFKPTy1MrhUlR2FTtQAmcIb2K04TBV4/go4dlCtL7ck01yx4qbQUPLnDz/8kEsvvZTQ0FAMBgPR0dEYDAp56Wl0u6QDL7zwAluPpgZ/6pF7ePLZp9mZvJ/WzRvzxZxpWCxmMFp5/NmX2JM2ll79rsNutzNmzBgGDBhAbu7xA4UfeOABRowYQbNmzSguLiY5OfmU407Pd5F3wnK8AUNuYeNvv3LDTbfQJC4Uy79gOd6pKJpWwaTz57m8vDzCwsLIzc31i/KFEEIIIc4XvoICDoweQ/Eff+jqYh5+Fef2oIDX3WtzMfOhywm3V2BGyJUP84fAvp/1ddfPghaDyn+vSuR0OklOTiYxMdHv4FeAfK+PPUX69Ngmg0JDuxVLZaZAP4HmU/FmFKN5VDQgXynGreiXBQYFBREeHo6rsICc1BS/OgWNTb+vpteQUWRvXUV4WMjxSnsUhNWu1ADV61PZm1lEUYDli++9+V+++3IJmzdvrrT+qsKpflcqEhvIjJMQQgghxHnCffAgyQOuQy0o8K9QjETfOxNXsgfndv+q9Xh5jCKWPtSdRZEV2MOUcwDe7gpFmfq6USugVnt9eRXLcHs45PToykNMBuqexYQPviIPvqySs5d8qOQoRaWZ8U4UFhaGzWolJ/UIqVkZfnUmRSXKWlSS38JQZklheN1K3y9W6PKyO70gYF2URSU77TDvz3qLZ555plL7PZ9J4CSEEEIIUc0V/f47+24epis31WqAo+tE1EIfrmT/gOENnHyIm88ndGFrrfDyd3bwN5h5pb7cHgVjVkF47QqO/uzSNI0DxW6yPPoZkxiLifizlPBBUzW8WU40Z0m/brzkGYoDto2OjsZTVEh+ymHyy9QFGT2EWfSzYyUXNoKYuMobs6aRnu8iJc+pqzMbDdSPcWAxGRk5ciQffvghAwYM4Lbbbqu0/s93slRPCCGEEKKayvl0MUcefVRX7ug2BEN4gOAGGEshf+Jj5vD29GhWNtn4Kfz5CSwK8JJctwvc9BFYQ/R1VSg9v4C/du8hvFZtFIvVr65OkIUI89mZH1CdXrwZxwOkQsVFsaI/B8psNhMWEkJO6mFUr39mOwUItbgIMupnx7CGQkQ9MFTe/iuvqrIvo4jCAMvxIuwWakYEYahm+9MqkyzVE0IIIYS4AGmaRtqLL5H1btkkDAphgyehuhN012zFxwMUkYfG0wMu4suOdcvbGax6HlZO0dd1GAVXv1CpL/CVYVeRk+6/bqeGovJcqP9epQYOKw5j5Y9X0zR82S7UopJAR0UjTynCq+iz9AUHB4PbSVFuDll5OX51RkUjKsiFQdMHMITWBEdMpe5fKnJ52XWS5Xh1Iu0V2+smJHASQgghhKgO1OJiDt59D4WrV/uVK9ZQQq6biuY0oZaZ2JiLi5m40IA7uiYx8eqm5evM64bFY+Cvxfq6q1+ES8ac2UOcRT9k5nHj5j3HC47GFyZFoVGw7awkfFDdPrxpRaWfvfjIMRQFbBsa7KAgPY2i4kJdnd1qINRw9Oyssmu9ohuV+9De8tA0jfQCFym5+uV4JkPJcjxrRbIpilISOAkhhBBCVCFPahp7hwzBm+KfXc0Y3QT7pfcDoJV5B76XQn6jZPnX1RfFMf2mthgN5ZipKMqCOX0gbau+7uZPoGGPM3qGs+l/+9OYvPuwrrxLeDC1zB6SHJUbNB07qFbNPx6lFituChX9PiSDwYBFU3EXFVIQIGCKCjNjdmfrOzEHQWQDMFbeq7hPVdmXWUSB69+5HO9ckMBJCCGEEKIKFP/5F3sH6VN5W1tcj6V+L135PnzcTRGZR6csmsWH8smdnQmylGP2IH0HvHEx+ukOYNwvEFvOmapzxKNq3Pf3fhal6oOO++rW4KHEOFwu12nPJaoI1aPizSgCX8l3dKp04haTCW9+yXlJZXc3BTnshBoLUDxF+kpHLIQmVO5yPLeXXWmBl+PVjrAT4ZDleJVFAichhBBCiHMo79ulHLr3Xv9Csx3HlY9gsOkzqC3Czes4OZZewGEx8uND3YkKtura6uz+Ad4foC+PbgS3fgOO6IoO/6zK8ni5/o9dbCvULzN7u3k9ro0Nr9T+yh5UC6dOJ25SfaguJwF2KBEVG4U5fx+oBVB261NEEgSFVeq4MwrcHMnVZ/EzGhTqxwRjk+V4lU4CJyGEEEKIs0zTNDJmzCDjtdf9yg0RiTi6Tgx4zaMU8WOZV/QfHuhGYnQ59sOsnwVf3a8vb9qv5NBaUzmCrnPo78Jiuv26PWDdsvaNaBFSgfOnyqHkoFonmud4trtTpRM3uIpBVXXxkD0snBAbKHkHIb/MrI/BVBKgVuJ37VM19mcVkR/grKrwIDO1IuwYyrNkU5wRCZyEEEIIIc4Sze3m0MMPk//Nt37l5gY9sV10g669z25iaFE2R8osqfvkzk60q3uaA1BVFb59BH59S193+YPQ/bFKXSJWGb7LyGX4Fv1yu6QgK5+1bUCMxVyp/Z14UO0xJ0snrqgqittZknnwBEaTiYi4eEyFR8B5UL8czxYBEXVAqbx9V8VuLztPshyvVoSdyDNcjjdy5EhycnJYsmRJpbYFmDx5MkuWLGHjxo1nNLbqSAInIYQQQohK5s3OZt8tt+Detft4oclKUIexmGo017VXm0Vyxda9eMskbJtxc1uubhF/6s7chfDhjZC8Sl838B1oOfgMnuDs0TSN6fvTeHbPEV1dv5hwpjerg7Uykz2UOagWTp1OXPG4Ubz6GZ2QqGjswXaU9O2QmaPvKKx2uZc+ljcIySxwcShHPwtmUBQaxJ7b5XivvvoqFTn+9YEHHuCuu+4q/VzRwKs6ksBJCCGEEKKSuHbtYk/ffn5lhtCa2Lv/H0qAGQhzv0SuWPonhVvz/Mof79OUUZclnbqzvMPwdncoSNHX3fYd1LmkwuM/m9yqyl3b9vNZWo6ubmJiPHfXjUWpxBmxsgfVAnjwkXuSdOKK24ni8z+o1myzEV4jHqOnALKTIdCl0Y3BUnlLCX2qxoGsIvICLMcLCzJTu4qW44WFVWyPVnBwcMmZVheQyk94XwEzZsygZcuWhIaGEhoaSqdOnfjmm29Oec3ChQtp0qQJNpuNFi1a8PXXX5+j0QohhBBCBFawejXbmjT1C5rMdS8lZMDbOK6Y5Bc0KWYDYXe1ZlScxiVfbKLQffxlfUSnuiRPuebUQdOhDTA5DP7b1D9osoXBPZthcm61CprS3R4uXbeNOqs264KmORclktK9NffUq1EpQZOqquSnZ5O7L4381CyKfcUU+4rJUnM5qKWTqmXh9DmP/3iLcBVm4SrIxOkupNjnpNjnxBoVRmjtBIJsLlxHfqMo42+KfK7jPwYTRVENKIppTJECRZ6iCs3GnKhbt27cddddTLj7HkLDw4mtUYPZ786kqKiQ/7t/PJ2a1GZA13Yc2rKWulEODAaFlStXoigKX331FS1btsRms9GxY0f+/PPP0vtOnjyZ1q1b+/U1bdo06tWrd9KxLFq0iBYtWhAUFERUVBQ9evSgsLAkzfrIkSMZMGAAAG+//TYJCQmoqv+MXf/+/bntttt0/U+ePJm5c+fy2WefoSgKilLyDFdccQUTJkzwu0d6ejoWi4UVK1acwbd5dlXpjFOtWrWYOnUqDRs2RNM05s6dS//+/fnjjz9o3lw/jb1mzRpuvPFGpkyZQt++fZk/fz4DBgxgw4YNXHTRRVXwBEIIIYT4N8t67z1Sn5tyvMBgwtbuNsw12+va2ppGEj6kMRMWbuLb13/0q+veOIZ3hrfHZDzFv2lv/Qw+Hq4vr90Rbl4IttAzfYyz4q+CYq5cHzjhww8dGtM0OKjS+lLdPrzpRRR7i7l05ZWVdt+KWHfTOuzmis88eXwqs+fMZeTYu5n3xQqWfr6YZx/9D99/+xVDB1/PS89O5pVXXuGWW25h//792O3H+3jwwQd59dVXiYuL49FHH6Vfv37s2LEDs7nie8OOHDnCjTfeyAsvvMB1111Hfn4+q1evDhgQ3nDDDdx111388MMPXHllyfedlZXFt99+G3BS44EHHmDbtm3k5eUxe/ZsACIjIxk1ahQTJkzg5ZdfxmotSaLxwQcfULNmTa644ooKP8PZVqWBU79+/lPZzz77LDNmzOCXX34JGDi9+uqr9O7dmwcffBCAp59+mmXLljF9+nT+97//BezD5XLhch1PMZmXlxewnRBCCCFEeWg+HymTJ5OzcFFpmeKIxdF1IopFn/Eu/Nr6BHdOYMo323hr8lK/uqRoB1/cdSkO60leyTQNVr8E3z+jr2s7Avq+AobqlXb6y7QcRv21V1fe2GHj09YNiLJUzuunpmqoxV7cKYUYTOfXWUWaBkVuH5sP5uD2qjRq2pwx9zwAwH0PPMScGdNIrBXH+LF3APDEE08wY8YMNm/eTMeOHUvvM2nSJHr27AnA3LlzqVWrFosXL2bw4Irvazty5Aher5eBAwdSt25dAFq0aBGwbUREBFdffTXz588vDZwWLVpEdHQ03bt317UPDg4mKCgIl8tFXNzxlPsDBw5kwoQJfPbZZ6VjnjNnDiNHjqzUZZuVpdrscfL5fCxcuJDCwkI6deoUsM3atWu5/37/1Jq9evU65SazKVOm8OSTT1bmUIUQQgjxL+TLz+fAqNEUb9pUWmaq2YGgDqMDto+d0BpLrRA++GUfjz/ylV+dQYFfJl5JbKjtJJ15YMmdsGWhvq7Xc9Bp/Bk/x9mgaRov7U3h5b2purrra0QwrUkdzJW0L8ebWUz6zC24vG7U7scDVTdeCkwePrviM901ytF04sc4wsJxRESiABSmB94nZrBAdH0wlG/2Jsh0+hk0p8fHrrQCcorceH3Hx9OoaXMSwoOIPno2V1RUlF/QUqNGDQDS0tL87nfiO3NkZCSNGzdm27Zt5RpvWa1ateLKK6+kRYsW9OrVi6uuuopBgwYRERERsP3NN9/M6NGjefPNN7FarcybN4+hQ4diqEBiD5vNxi233MK7777L4MGD2bBhA3/++Seff/75GT3D2VblgdOWLVvo1KkTTqeT4OBgFi9eTLNmzQK2TUlJKf3FOaZGjRqkpAT4ZT9q4sSJfsFWXl4etWvXrpzBCyGEEOKC5z5wgOT+A1CLjmYGUIxYW92Epd5lurbWpDCihjfDYDOxYlsqtz/yo67Nsvsup2GNkMCdFWfD3H6QskVfd+NH0Lj3P3mUSuf0qYzdupdvM/Qrep6on8C4OrGV0o+maRT+coScz07IUhhSEogVK24KDCWrixQUbMajwajPh8HjKpneUSwYbWYi4hIwWSyg+kqSPbjyS9oaTzhryR4FYbUqNZ14VqGbg9mBk1IEWYzERQSXBk0AiqL4Lbc7NvtSdk/RqRgMBt0yO49Hn3DiGKPRyLJly1izZg3fffcdr7/+Oo899hjr1q0jMTFR175fv35omsZXX31Fhw4dWL16Na+88kq5x3fMqFGjaN26NQcPHmT27NlcccUVpTNe1U2VB06NGzdm48aN5ObmsmjRIkaMGMGqVatOGjxVlNVqLV0zKYQQQghRXkXr17PvluN7ipSgCOyXPYjBrk85HdqrLiHdaqMoCpsP5nDt9J91bT4c3ZFO9aMCd5a5G964BNQAL7Z3roEAKcyrUqrLQ58NOzgYIPPbBy2T6BFVOfutfAVuMuduxX0g36/ciYdVQTtoprQiTPFgOuGVtmw68dDoGIJCw0qCD08xHN4IBEjkEF4X7Kc5K6sCVFXjYHYROcX678hsNBBiM9OyVjiGf7Ak7ZdffqFOnToAZGdns2PHDpo2bQpATEwMKSkpaJpWGnid7kwlRVHo0qULXbp04YknnqBu3bosXrxYt+ILSmaLBg4cyLx589i1axeNGzembdu2J723xWLBVyZrIZQsB2zfvj3vvPMO8+fPZ/r06eV9/HOuygMni8VCgwYNAGjXrh3r16/n1Vdf5a239Ie3xcXFkZrqPwWcmprqt1ZSCCGEEOKfyPnkE4489njpZ2ONFtg73RWwbcwdLbEmlqRpPpBVxGUv/KBrM21Iawa0qRm4s+QfS2aYyopIhNu/g+DKmbGpLBvziuj9+w5duVGBHzo0oZHjJEsPK6hoSzpZ8/7WlacpuXxu/Q2AYNU/1fWJ6cQtQUGExcZhNB191S3Kgpx9+o4UQ0k6cXPljBvA5fGxK70An6oPzuLDgogOthBsM5HjDHBxBT311FNERUVRo0YNHnvsMaKjo0sz33Xr1o309HReeOEFBg0axLfffss333xDaGjgoHbdunWsWLGCq666itjYWNatW0d6enppIBbIzTffTN++ffnrr78YNmzYKcdar149li5dyvbt24mKiiIsLKx0Vu1YkgiHw8F11113Zl/GOVDlgVNZqqr6JXM4UadOnVixYgX33ntvadmyZctOuidKCCGEEKI8NFUl7YUXyZoz52iJgvWi67E0uErX1pzgIPq2izAGlyQkyClyc+XLq8gsdPu1e7BXY8Z3bxC4w9/nwhd368sbXQ03zKnUF/nKsDg1mzu36gOPliFBfNyqPuHmf/5Kqbp8ZH20HefWTF3dVvsh1qj6QApNQ3EVY/CULKsLj4vH5jgaUGlqSbBUlKW/zhoKEfUqNbFGdpGbA1mBl+M1iA3GXklJMU40depU7rnnHnbu3Enr1q354osvsFhKfi+bNm3Km2++yXPPPcfTTz/N9ddfzwMPPMDbb78d8F6hoaH8+OOPTJs2jby8POrWrcvLL7/M1VdffdL+r7jiCiIjI9m+fTs33XTTKcc6evRoVq5cSfv27SkoKOCHH36gW7duANx4443ce++93Hjjjdhs1et3/0SKdqZJ5yvBxIkTufrqq6lTpw75+fnMnz+f559/nqVLl9KzZ0+GDx9OzZo1mTKlJM3nmjVr6Nq1K1OnTqVPnz4sWLCA5557rkLpyPPy8ggLCyM3N/ekEbcQQggh/h3U4mIOTriLwp9LltYplhCCutyLMUy/Hzq4ay3CetVDOZrkwOX1MfTtX/hjf45fu6EdajNlYAt9VjBVhWX/B2sDLEW69D64chJUo0ximqbx3J4jvL4/TVd3U3wkLzSqjakSEj44d+eQ8Y5+T5cXH6vj97A7e7+uzpSTQaSrkHY3jiSpfhJR8TWPJyXwuiFzJ/jcuusIrQmOmEr7nlVN41B2MdlF+r6CrSbqRtkxViBZQnmtXLmS7t27k52dTXh4eKXf/1zbu3cv9evXZ/369adc7nemnE4nycnJJCYm6gKzisQGVTrjlJaWxvDhwzly5AhhYWG0bNmyNGgC2L9/v19mjs6dOzN//nwef/xxHn30URo2bMiSJUvkDCchhBBCVIgnNZW9NwzGezRLmTG6EfZLHwjYNvrW5tgaH9/7oqoa/1m4icV/HPJr1zEpkvduuwSLqcyLsrsIPhoGuwMc6DlgBrQ+9b/Un2tFPpVRfybzfVa+ru6ZhjUZVSvmH/eheVVyvthN4Tp9gq9cpYgvQjbgdLsg27/OdjgZc24mJquVvo89Q6EKIVExJe+LzjzI2q27HwBRDcEaHLjuDLi8PnanFeINkKwhLsxGTLC1WqbTrm48Hg+ZmZk8/vjjdOzY8awETZWpSgOnWbNmnbJ+5cqVurIbbriBG2644SyNSAghhBAXsuItf7L3hPcIS+M+WJv217UzRtqIuaMlpjD/BFP/XbaD11bs9CuLD7Ox9L7LCbWVSVuddwRmXgl5/gEWALd+A3U7n/mDnAWHnW6u/n0HqW6vru7jVvW5PPIkmQArwH24gPQZm9A8+oDjSH0XXx366WhD/zr7nr8wuorpeP1QOg26EYPBWDqLQEEaZOmX92EKgqj6YKz4YbAnk1PkZv9JluPVjwk++XlcIqCff/6Z7t2706hRIxYtWnT6C6qY/O0KIYQQ4oKX9+23HLr3vpIP5iCCLpmAKbqhrp3jkjjCr22AYvSfLfj4twM8tGizrv3Pj1xBzfAy5/cc2QRvXa4fhCUYxv4EkfrUzlXpt9xC+m7YqSu3Gw2saN+YRPs/y06sqRp5K/aTv0K/5E5DY1OrLH7bvhHKxJfGwnyCDu4iKi6e6158nfAaJyQDK86BTyZA/VtKlt6ZTvj7csRCaMI5WY7nsJQsxzMZK3853ql069ZNl2r8fHS+PYcETkIIIYS4IGmaRsYbb5JxNL2xIbwujm6PBWwbeVMT7C31S9BW70znllm/6sq/uvtSmieE+Rf+/RUsCLDsrmY7GPYpBIVX+BnOpo+OZHHP3/pgpkOog3mtkgg1/bPECd4sJ+kzt+DL0qePUxOD+Mr7K6npabDdv86SfhhLxmGuGnMXLa982b/y8B/wdreSPwfXLgmcjolIrNTv2O31sTu9EI8vwHK8UBsxIbIcryI0VaMwz01R7vEkcDF1Qs6r71ACJyGEEEJcUFS3m8MPPkT+0qUAmJOuwNZyqK6dwWEidlxrTFFBurptR/K4+tXVuvK5t11M10ZlAqyfpsHySfqBtL4Z+r0GxurzuqVqGk/uOsxbB9N1dSMSoniuUS2M//BFtmDdEXIW7wpYV3xlKPN+XgxH9HVB+3dQv359+kx9iaCQMpv018+Cr/RnCaEYIbIBBFdewq/cYjf7MmU5XmVQVY3CHBfF+QESdZyH5G9eCCGEEBcEb3Y2+24ehnvPHjBaCOo4AVNcS127oFYxRA5qhGLWL686kltMpynf68pfuL4lgzuckGnP54XPJ8CmD/UD6fkUdLnnHz1LZSv0+hi+JZmfcwp0dS80qsXwmvpDfSvCV+gh872tuPfl6epMNexsb5LND+t+gjLnAituF/Z9fzPogcdIbNPev9LjhCVj4a/F+g4vuh56T4MDh8Bk+Udjh5LZyUM5xWQV6l/w7RYT9apgOd75SvWpFGS7cBYGOMz5qKBgC46I82/GTgInIYQQQpzXXDt3sqfftQAYQuIJ7vcGSoCEABHXN8TRIU5XDpDv9NB72moO5RT7ld99RQPuv6rx8YLiHHh/QMmSsbKGzocmfc70Mc6K/cUurvptBzlen67u09YN6BzxzzLNFf+ZQeYH2wLWBfWsxcItS0jJyYV1/nWmnAzaN21Ej1vHYrKUCXyy9sDMHlAUIOFD32nQ/taSPzv/+Qmybq/KnvQC3AGW49UItREry/HKxedTKchy4irSJxY5xh5qwRFmLU3nfz6SwEkIIYQQ56WCVas4cMdYAEx1OhPUdqS+kVGhxl1tMMc5At7D41MZ8e6vrNnt/5Lev3UCrwxujeHYS17WHpjRBTwBlnDdsRri9TNbVWltTgHX/aFfLhduMrK0fSPqBp15wgfV7SP7o+0U/6UPbAwOE4VX2pj/7adoq/V7pEIyjzDs/oeokVhff+NtX5SkbQ9kzCpIaH3GYy4rr9jD3szCgHVJ0cEE2+QV+XR8XpX8TCdu58mDJUe4FXuo5YIJPuW3QgghhBDnlcw5c0ib+jwYTNja3Y659iW6NrbGEUTe1BSDNXCCA03TeHTxFj789YBfeeva4SwY0xGb+eh1e3+GOdfobxBWG0Yth5DAM1hV5f3DGTy4/aCuvEt4MO+1SMTxDxI+uJJzSX9Ln1kQwNE5nuUHvuav9Cz4DjCc0I+m0aVhIj1uGo5S9jBY1QffPQ6/vKm/aZ3OcOOHlZbwQdM0Duc6ySxw6eqCzEYSox2yHO80vB4f+ZlOPC4f+w/so8NlLVnx1Wouan78Hw6CI2wEhZgvmGDpRBI4CSGEEKLa07xejkyaRO4nn6LYY3Bc/TIGq/5cobC+SYRcWvOU95qxcjfPf/u3X1mkw8L3/+lKuP3osrE/5sFn4/QXN+gJQ94Hsz6hRFXxaRqP7zzE7EMZuro7asUwqUEChjN8idV8Kjlf7qFwbYBsDoCvl4MPPn0Hz4Yaujqbz8Ptd95JTEIt/YWFGfDeAEjdoq/r+gh0e6TS0ol7vCp7MgpxBViuGBtipUao7Zy/5I8cOZKcnByWLFlyTvs9Ex6Xj7zMYnxlzt6qmVCLLb/uIDIyipAoGzbHhRksnUgCJyGEEEJUW778fPbfPgrn5s2YEtoSMuDtgO1ix7fGUvvUB7R+tvEQ9yzYqCtf/VB3akfaQdNg2RPw86v6izvfBT2egrIzJlUo3+vj5s17+DVXv+RsWpPaDI2POuN7e1IKSZuxCc2lDzaszSNYnfIFf2Zmo66yQ5R/0NS8Xh0Gjbg18Ev0/l/g3V6BO71lCdTvfsZjLutUy/ESox2ElD2wWJRyO73kZThRA+z9AkBRiIgLJj4p4twOrIpJ4CSEEEKIase9fz97+g9Ac7qwthxKyIAJujaWeqFED2+GwX7qF+B1ezIZ8vYvuvLPxnehVe1w8BTDvMGwc6n+4mtfh7bDz/QxzorkIhdX/radogAvtV+2bUj7sMD7uU5H0zTyvz9A3rJ9AeuLOqgs+eJNimxNSwpsdr/6oTfcQJPmzQPdGNa8VhKUlhWRCLd+XXJgbSXQNI0juU4yAizHsx1djmeuZsvxunXrRsuWLbHZbMycOROLxcLYsWOZPHkyUPJMTz75JO+++y6pqalERUUxaNAgXnvtNQCys7O55557+OKLL3C5XHTt2pXXXnuNhg1LDnieM2cO9957Lx988AH/+c9/OHDgANdccw3vvfceCxcuZNKkSeTm5nLTjTfzfw89g0Ep+X7ad2nBsJtGkLw3mS++XkJ4WDiPTnyUcRPuBGDv3r0kJibyxx9/0Lp1a3w+H2PGjOH7778nJSWFOnXqMG7cOO65p3plmPwnJHASQgghRLVR+Ouv7B8+AsUWjv3SxzAEx+rahPaoQ8iVdU67LGhXWj49/vujrnzm8Pb0aFYDCtJgWkvICRAojPgSEi874+c4G1Zn5XPDpt268hoWE1+3a0RN25ml5fbmOMmY+SfejGJdnbG2nVUHPiI5JwPXljpQr6lffbDdzug77iAsLEx3Le5C+HgE7Fqmr2s7Avq8DAGyH54Jj09lT3ohLo9Xl20vOsRKjWPZ8VxOTjKH8o8pQUFnvFRt7ty53H///axbt461a9cycuRIunTpQs+ePfnkk0945ZVXWLBgAc2bNyclJYVNmzaVXjty5Eh27tzJ559/TmhoKA8//DDXXHMNW7duxWwu+X6Liop47bXXWLBgAfn5+QwcOJDrrruOkOBQ3p/5Mfv27+X2O2+hVbN2DOh3fem9//fOdJ588kmefm4SixYt4q57JnBlzyto3Lix7hlUVaVWrVosXLiQqKgo1qxZw5gxY4iPj2fw4MFn9L1UNxI4CSGEEKLK5SxaxJHH/w9jbLOTLseLHt0CW/3w094rLd9J5ynf41U1v/Kn+zfnlk71IOVPmNxIf6HRCuPWQlSAjG9VaNbBdB7beUhXfkVkCDMvSsR+hjMohetTyP5kZ8C6nKRcvv3+LZyeJLwhERBXx6++VauWXHttf4zGAMkm0v6Gty4Hn37Wh4HvQMvKe4l2enxsT8lDOXaWk9OJud8Vfm1yj/6cbY03/I5it5++YQAtW7Zk0qSSQ5QbNmzI9OnTWbFiBT179mT//v3ExcXRo0cPzGYzderU4eKLLwYoDZh+/vlnOnfuDMC8efOoXbs2S5Ys4YYbbgDA4/EwY8YMkpKScBZ46NPrWhYu/oi/ftuJwxFM44ZN6NLxMn5eu5pB1w8mJMqGwaTQp28f7rr7LgAefvhhXnnlFX744YeAgZPZbObJJ58s/ZyYmMjatWv5+OOPJXASQgghhPgnNFUl7fkXyJr7HpZmAwIGTOY4O9G3t8AYcvrZlEKXl37Tf2JPuv++ljGXJzHx6iYoO5bC5Fb6C+NbwfDPIKj67NfwqhoP7TjA/CNZurq768QyMSn+jGY3fIUeMj/YijtZf1CtEm7iu+Q5ZBRmUGhuCk3a6doMGDCA1q1bB7755o/h09H6clMQ3LEKYvQv22dCVTVeWLqdLzbsZXL3WGJDj9dZTEa0k19abbVs6Z/OPj4+nrS0NABuuOEGpk2bRlJSEr179+aaa66hX79+mEwmtm3bhslk4pJLjmeWjIqKonHjxmzbVnK+lqZp2O12QkwxpO/PByAmOpY6tergcJSc42W2GqlZJ4H8whwi448v9TxxXIqiEBcXVzquQN544w3effdd9u/fT3FxMW63W/f7omkauV4fJkUh+B9keawKEjgJIYQQ4pxSi4o4OGECRb9tIajzPYQMeEvXJvjSmoRdk1iuwzK9PpXR7/3GD9vT/cp7Na/Bmze3w/jLG/BkR/2FLYdA/zcqbblYZcjxeBm8aTeb8/XL5t5sVpeBNc4suCvemknme1sD1qVHpvD973PxhITjrNUAiPerVxSFsWPHUqOGPnMePg98eR/88b6+rmEvuGE2WM5sz1VZGQUubpn1K9uOlAR9NUOOv3RHB1uJD7MBoG34vVL6qygl6MwzLR5bUld6L0VBVUsWFdauXZvt27ezfPlyli1bxrhx43jxxRdZtWrVKe/pdnpJ25dHfqYTk1F/f7PFTFTNYIymkhlLo9FQ2md5xlXWggULeOCBB3j55Zfp1KkTISEhvPjii6xbtw5N08j0eDnk9Phd0yIk6IwzPlYFCZyEEEIIcU54UlJIvuEG8IVjv/whggMcjxQ1ohlBTcuXDU7TNJ78Yitz1uz1K28SF8LisZcQtPQ/8NSV+guvfAIuvb/S0l1Xhp2FTrqt/xtfgOmSb9o1ok1oxZeAqW4f2Yt2ULxZn6ZcM8PS5FnkeDJwFdXG07S9rk1iYiJDhgzBZrPpb553GN7tHXh/2FXPQKcJlfb9rtmVwU0z1wWsiw620Dgu1G+MZ7pcrjoLCgqiX79+9OvXj/Hjx9OkSRO2bNlC06ZN8Xq9rFu3jo4dO1GY4+LQ/hS2/72dCWPu093HajcTEmnFEW7FaDKUBk2V4dhywXHjStL4a5rGtp27KFbVgP8QAJxXQRNI4CSEEEKIs6x4yxb23jAYS8Pe2Ls8p6s3hluJGdsSU3iAF/STePenZJ760n8GJchs5Kd72xO1+EaY+qv+osHvQbP+FR7/2bQiM4+bN+/RldeymfmybSPirBWfDXPtyyN9xqaAdanWA6z6ewE+o4HiOo1QbfV0bbp3787ll18eeCng7u/h/esCd3zbUqgTYGbvDGiaxn+X7eD173fp6upG2VkwpiMRVoXk5ORK6a86mzNnDj6fj0suuQS73c4HH3xAUFAQdevWJSI8gj5X9+W2kbfz4nPTCHYE88zzk4mLi6d3zz4AWGwmFAPE1g09TU//TMOGDXnvvff48MsvcSTU5ssFH/LH77+RULeuX7tQk5FaNjPmapTav7wkcBJCCCHEWZH39dcceugxgi4ZF3D/kqNDHOED6qNUILnBt3+mMPYD/VKsH0cnUufjXvC6fu8OY1ZCQpuKDP2se3N/Gk/tPqwr7x0dyv+a1cNWwYQPmk8j9+s9FPysvyfAisPzyHAdxBfkoKhp24Bthg8fTlJSUoCba7ByCqx6Xl8X16Lk/CVHdIXGezJZhW5unf0rmw7q0zkM71SXJ/o2w3T0u3GWyZ53oQoPD2fq1Kncf//9+Hw+LrqoBQveX4SvwExGQQH/nTqdx598hGG3DcHjcdPx4s58uvAzEpIiUQwKtuCzuxTVp2kccrrpdOMtdPt1PWOGDUNBofegGxh8+2h+Wv4dEWYjCVYLpnIsva3OFE3Tzsc9dGcsLy+PsLAwcnNzCQ09u5G3EEII8W+jaRoZr08na96XOLo/HrBN5NDG2Fvr04yfyu/7srl+xhpd+bfXmWnyzQ36C0ISYPSKSjsfqDJ4VI17/97PJ6nZurr/1KvBA/XiKpzwwZNaSPpbm1GLvLq6VHU/q/cvwqd5cEfWwFWjtq5NREQEt956a+B3ouIc+PBG2K//3uk0AXo+BYbK2dz/a3IWg99aG7Duf8Pa0fuiOF250+kkOTmZxMTEwMsJLyA+r0p+phO3U//3fIwj3Io91HLGKdErNB5N47DLQ5b75OOJspiIt5oxVoPleKf6XalIbCAzTkIIIYT4x1S3m8MPPIhzpxtbq5twdG/tV6/YTMSOb4U5pmL7T/ZmFNLtpZW68iWXHqT1bw/BN2UqkrrD0HmVlpCgMmS6vVy/cRd/F+pnSN5pXo9+seEVup+maeSvOkjet3sD1v+U+imHinaiKQacNRNL0omX0aZNG/r27Rs4nfjhjfB218CdD5kHTftWaLwno2kar63YxSvLd+jqEsJsfDy2E7UiLrz9SuXl9fjIz3TicflO2iY4wkZQiPmcBEteVeOQy02O5+TjibGYiLOaz7u9S+UlgZMQQgghzpg3K4t9w0ZiiO6BOWEQtjLZvoNaRBM5uBGKuWIzE1mFbrq+8AP5rhP/RVtjcePvabNvFvxW5oJL7oRez0E12jexraCY7uu3B6xb3r4RF4VULCjw5rrImPUn3rQiXV2G+zCrjyzCrRajWqwUNmoDAYKiU6YT/+3dkgx5ZdmjYdRyiEys0HhPJqfIzW1z1rNhf46u7saLa/NU/4swn+HZVOc7j9tHfkYxXs/Jj+kNibJhc5ybYMmtqhxyesjznjxYqmE1E2sxXbDB0okkcBJCCCFEhTl37GDfTXdg7/YY1pYP6urDr2tA8CXxAa48zX09Pga+uYatR47vVbLg4bMas2ia+yOUTeLW9xVof1uF+zmblmbkMmKLPmlBA7uVxW0aEGOp2J6Twt9SyV6kn5UB+C1jKbvzNwLgCYnAWau5rs0p04l7XbB4LPz1qb6u+UAYMAPMlbMM7mTLLQHeuKktfVpW/PflQuB2esnLdKJ6TxIsKRAaFYTNcW7S5rtUlYNONwUnGw+QYDMTbTZVOHhzFXvJPSHwj6kTck4CwMoigZMQQgghyi1/5UpSnplDUPvbcfR4Slcfe3cbLAnBFb6vT9W468MNfL0lpbQsily+DH6WeO9BKJsrYPhnkNStwv2cLZqm8dq+NKYkH9HV9Y8N5/WmdbBUYDZMLfKQOW8brt36JAn5nixWpnxEkTcPDXDVqI0nUh8UJSYmMnToUKxWq76DrGSY2QOK9KnK6fNf6HB7ucd6KpqmMWPVbl74Vj/zFhNi5ZOxnakT9e9bjucq9pKXUYymBk41oBgUQqODsAadm1d1p09lv9NNse/kwVItm4VIs7HCgY7X4yM3vRjfKWbRzhcSOAkhhBDitDLenUP+8lTMdToT1N7/pdpaP4yo4c0wWM/steL5b/9mxsrdpZ8bKgdZZn2o5MOJK/UUI4xfB9ENz6ifs8GlqkzYup8v0nN0dY8lxTOhTmyFXjSL/84ic85fAev+zP6Jv3J+BkA1mihObIZq0wcdp0wn/vdXsOCmwJ2PWQUJrcs91lPJLfYw5r3fWJecpau7vm0tpgxsgaUSzxCq7jRNw1VUEiydjNFkICTKhsV2bl7Pi3w+9he7cZ0keAOoE2Qh3FTxYElVNfIznbiKPAHr3cZi8qxZxNCkQvetahI4CSGEECIgzevl8ONT8BW3xhBUH3Od+n71oVfXI+TyWme81Gbeun08tvjP0s9dDZuYawmQ8jq2OYz8EuyRZ9TP2ZDu9tB/wy72FLt0dXNbJNIrOqzc99I8PrI/2UnRxnRdnUd1seLwPHI9JXXeoGCK6wV+2TxpOnFVhe8eh1/e0NfV6Qw3fghB4eUe76lsPJDDgDd+Dlj36tDW9G9ds1L6OR9omoaz0EN+5snTppssRkKibJgtlZOd8HQKvD72O914ThIsGRSoY7MQZq54iKBpGkV5bgpz9P+bAPApPvJs6XgNJcFUnKPiWSSrmgROQgghhPDjy8vjwF3PYorvC3TDEORfH3NnK6z/4DDN7/9O5bY5x7M7jDAu5UnzXH3Di66HAf8Dk+WM+6psW/KL6Plb4P1GP3RoTNPgoIB1gbj255H+ZuCDanfl/cEfmctRUdEAz0nSiUdGRjJy5MjAaZQLM+C9AZC6RV/X9WHoNhEq4cVV0zTeWb2H577+W1cXYTfz6bguJEZXnyyHZ5OmaRTnuynIDhw8AJitJcGSqYIJU85UntfH/mIXvpNMLJkMCnVsFkJMZzYeV5GH3PSTz6TlWTNwmUrqLYpGbYsCmgqew2i2yPMqeJLASQghhBAAuPbu49DE97HU7Xo0aDrOFG0k5s4OGP/BBvUtB3PpN/0nAAyoPG2azc2mFfqG3R+Dyx+slJf6yvJFWg6j/9qrK2/qsLGodQOiLOV7pdJUjdyvkyn46VDA+u+PzCfdeaCkrWKguGYDfCHhunZt27alT58+gdOJ7/8F3u0VeAC3LIb6V5RrrKeT7/Rw5wcb+GmXfp/UgNYJPD+oJdYzfBk/n2iaRlGum8LckwdLliATIZE2jOdoeWKOx8s+pxtOEixZjgZLjjP8+/G6j+5bOkkCiSJzHoWWkv15RkUj3mzEdGzd7Xl8hKwETkIIIcS/XP6qdWR9vA9jSDyWuv7n9zguiSJ8QNN/9K/CB7KKuOyFH0ruRzGzLS9wsSFAmu5Bs+GigWfcT2XTNI0XklN4ZV+qrm5QjQheaVIHs6F834snvajkoNoC/Z6Pg4U7WJf+JV6tpE61WClKao6m6F+yr7vuOlq1aqUrR9Ng7fSSJXllRSTCrV9X2mHAfx7Kpe/rPwWse/mGVlzfrlal9FOdqapGUa6Lojz3SdtY7WZCIq0YzkFqdU3TyPb4OOA8+XhsRgN1bBaCznA8qk8lP8uJK8BhywAuYzH51iw0RUUBwk0aIYZjQZL/NUZjEEFBdc6r2SaQwEkIIYT418qYuQTnrigAjCH+qaCjbmlEUPMA6asrILfIw5X/XUlGgZsEMvjK+igRSoG+4ajvoVa7f9RXZXL6VO7YupelGXm6ukn1E7izTmy57qNpGgWrD5H7tT41OcDPqUs4WHQ8gCxJJ15f185gMDB27FhiYwP06y6EhSNh53f6urbDSzLkGSsnjfXsn5N58outuvJgq4kl47vQILbi2RTPJ6qqUZDtxBkg+D0mKNiCI8KKoZwB9akoisLixYsZMGBAwHpN08jweDnsPPl4HEYDtW0WrOUMllauXEn37t3Jzs4mPDz8tLNpPsVLri0D39F9Sw6DRqTpJDNKioI9qB4m0/n7eyKBkxBCCPEvovp8HHlyAZq7DhDlX2ksJu6hrpjCAqSvrgCX18dN76zj933ZtFZ28ZvtCX0jRwyMWQlh1Wd2IsXloe+GHRwM8CI6v2USV0SVb1+XL89Fxrt/4Ukp1NVlOA/xU+qnuNSSs2w0wNKsDVmafslUUlISQ4YMCZxOPH07vHU5eAMkHhj4DrQcXK6xnk6hy8v4+RtYuV2fuKJPi3heHtwK2znaq1MVfD6VgizXSbPDAdhDLdjDKh4spaen88QTT/DVV1+RmppKREQErVq14oknnqBLly4Br1E1jXS3lxTXyccTYjJQy2apUPr7Yzp37syRI0ewmu2k7dP/w8ExudYM3CfsW4oza5ysN5stAbO5ZC+T5vPhPnAAX27JMj5b8+bn1ayTBE5CCCHEv4A3I48jU5ajmGOAOn515hrFxN7TE+Uf/iu5qmo8sGgTn244RD/DGj6xTdc3qncZ3LgArNXnX53/yCvi6t/1CR/MisIPFzemgb18B8AW/pFG9kcBliACv2d8x678P0o/q0YTpnaXkptfoNuHcsUVV3DZZZcFfqHcvBA+HaUvN1rhjh8htnLSO287kkef11YTKPna89e3YEiHOvqKC4TPW7IkzV0ceEkagCPMij3M8o9e+q+//nrcbjdz584lKSmJ1NRUVqxYQWZmpl87VdNIdXtIc518PGFmIzWtZsxnECwd43X7yEt3Y/DayXfpA/JCSy5F5pJgyqhoxJo0rCd5fLM5EpstHuXoclNvTg6egwfPeGzVhQROQgghxAWscMMesj8uSURQEjQdF9zZQvi1l1RKP68u38kry7dzn+kT9to+1TfoMAqufgEM1Wd24tPUbMZt3acrbx1iZ0GrJMLLkZJZdXpLDqrdmaOrK/DksDJlAYXe44fY1unSnb+y8ks+5PsvWxwxYgSJiYn6Tnxe+Op+2BAg82CDnnDDnEoLRD/4ZR+PL/lTV24zG/h8wqU0qhFSKf1UN16Pj/xMJx6X76RtgiNsBIWYK2WGJCcnh9WrV7Ny5Uq6di3ZV1i3bl0uvvhiAHxHEygkF7nYkl8ys5Ny8CAvPzaRtT+swKAYuKRLF9587TUaJB3/nZk5cyYvv/wyycnJ1KtXj7vvvptx48YBsHfvXhITE/nwww957bXX2LBhAw0aNOD5Z16mQ5tOAPy8djUDb+zLjk37CAsL54NPZzN58v/x0jsv8fzjU0k5nEKnjm14882nscYd//+TuXM/Yfr0D9i372Bpv2NHjcK9bz/OgnwefuEFlixfTk5eHrFRUYwaPJjHnn0WgMmTJ/Puu++SmppKVFQUgwYN4rXXXvvH3/HZIIGTEEIIcYHRNI3sj9ZTtFG/L0F15RIzujlBzQK8oJ+BRb8f5NGFv/GK+Q322n7VN7jmJbh4dKX0VRk0TePZPUeYvj9NVzcsPoqpjWphKsfMm3NHNhnv6gMMgL+y1/BnzurSz+YgO40G3swvG/44HjQddcp04nmHYfY1kB1gj1TPp6HzXZWSebDY7ePuBX+wbKs+CUbPZjV4bWgbgs7ROUP/lKZpeN2BM72V5XH7KMh04vWcIliKtGFzHA+WTnVvk8VQ7qAqODiY4OBglixZQseOHbFarXhVjcMuN9kBxuPxeBg3sD8dOnZk9Y8/YjWbeeaZZ+h7zdVs3rwZi8XCvHnzeOKJJ5g+fTpt2rThjz/+YPTo0TgcDkaMGFF6rwcffJCpz7xA3VoN+N/M6Qy95QbWr95MZMTxc9Kyg1JxO/IpNhXgLC7mwxmzmfX2cxgMCmPGPMrjj7/MzJlTURQDixevY8qUt5k+fTqtW7fmt5UrufP++zFnZzOsf3/enDePr1au5IOXXqJe02YccRZz8NAhjA4HixYt4pVXXmHBggU0b96clJQUNm0KnKK/OpDASQghhLhAqC4vqa+sxpej/8+7WridhGcGYwo78/OXTvTTzgzumrWMjyxPs8MWILX2sE+gQY9K6asyFPlUbv8zmR/KBC4Azzasye21YgJc5U/zqGQv3knRBn3Q5VU9rDjyATnu43UdBg7lgFdh586d/LLhD7/2p0wnvvsHeH9A4EHc+i3U7XTasZbHjtR8+r7+E+4AKaWfHnARt3SsWyn9nEtet8rb96yqkr7HvNoVs7V8AabJZGLOnDmMHj2aGf/7H01ataZdl0vpff0gGl3Uwq9trNXEss8+wYzGh7PfLQ3OZs+eTXh4OCtXruSqq65i0qRJvPzyywwcWJKZMjExka1bt/LWW28xYsSI0n1aI28eRc9ufQB44ZlX+GHVCuZ/9B633HszOUFpR8fnoZZFJdKk4fF4eeWV/yMpqeQcsdGjh/LiizMJCbkIRVF46qn+vPjss1zdqDEUFdHv4ov565ZbmLVwIcP69+dAaiqNmjThyuHDURSFBic82/79+4mLi6NHjx6YzWbq1KlTOutWHUngJIQQQpzn3IfzSXtt49FP/v9pV8x/kTB5NIrxskrpa9uRPCa8toAV1gf5I9DWn3HrKm2fTWU45HTT+/cdpLv1+0MWta7PpRGnX3rmPpBP2psbA56Jszt/ExsylqFSMksQXbsul4++i/mLPuH7bbt07U+ZTnzlVFg1VV9XowUMXwKO6NOOtTwW/LqfRz7VH4prNCh8MeFSmiVUTnAtAnOrKgedbhr0vJpv/97FhjU/s+W39fy07DvmvvoKT7z+BnfcdhsAiXYr8VYLWzZvZteuXYSE+P++Op1Odu/eTWFhIbt37+b2229n9OjjM7xer5fQkFDS9uWRn1Wyb6l92+OBidNeQJM2jdmy9w98poFEGkt+yaONGsfmzux2G0lJtbFYorBa40hKak9a2hRQVbJ37mT37t2MHjeOO06YbfP6fISFhWFr3pxR991Hz549ady4Mb1796Zv375cddVVANxwww1MmzaNpKQkevfuzTXXXEO/fv0wmapniFI9RyWEEEKI08pfc5Dcz/XLuDSvi6AmmUSPGgJUTsCUkuvkgeen8YFlCivKJnmLbgy3fgOOqIDXVoX1uYX027BTV+4wGljRoTH1gk6dOVBTNXKX7qVgVeAN7T8cWUCa8/j+qKvG3o0Sk8CiRYtI/nCBX9tTphN35sL8obB/jb6u4zi46plK2Rfm9Pi476ONfPNniq7uiiaxvH5jGxzW8/+10GQxMObVrjgLPeRnFZ/0AFijyUBwpA2LrfKe2WQ5eWIGl0/lgNNNoc9/ds9qs9HpiivpdMWVTH7i/3jkzrHMmvocT9x5h1+7goIC2rVrx7x583T3jomJoaCgZL/cO++8Q/v2HSjMduE5mkzCUGZWUzV7ybAfRFNKgiOLAg6jRoJZY3eZlYYGgwWz2Upo6PFZMLWwEE3TcG7bRm5GyeHHb0yaRIeWLTHY7Zjj4lBMJoxGI4qi0LZtW5KTk/nmm29Yvnw5gwcPpkePHixatIjatWuzfft2li9fzrJlyxg3bhwvvvgiq1atwmyunDT6len8/1+IEEII8S+ieXxkvL8F1w79kjPP4T+Ivr0tIV0rb4lcvtPD2y8/yn88b/OBpUxls/4lqa9N/yx9eWX68Egm9/19QFd+cZiDeS2TCDGdOgjxZBST/vZm1AAHmx4q2sUvaV/g1UrqEtu0p/e4+/lh9Wo+WaUPfOrXr8/gwYMDpxM/sqkknXggQ+ZB076nHGd57UorYMAbP1MQICPbpH7NuLVL5ex1q2qappUES5nHs8GZyqRJN5mNhETbMJ+j/VrFPpX9TjdO38n3RdW2WYgwG0uX3zVv3pzPPvtM165t27Z89NFHxMbGBtwPFxoaSnx8PFs2bKPnpf2I8D+WDYMJcm0ly/B+2riStt0SiTBqeL1e/ty0ldGjh/q1t9vrERpaE6v1dwBUlwv3vn1objfeE7L+1YiOJj42lv2Fhdx6zTUnfc7/Z++8w6Mov799b03vvScQeu8BRHpVFFFBQZCqFLGA5Ss2xAIKigVQQGkqKKD0ovQivUgLhBoSSO/JJtvn/WOlhJkNIVkC/t65r8vrkjnPzjw7O9l9znPO+RxPT0/69+9P//79eeqpp+jRowc5OTn4+vri4uJC79696d27N2PHjqV27dqcPHmSpk2b2j3f/UJ2nGRkZGRkZP4DmDKLyfj2KIJRvIWuP7GUiJmv41TNMdElAJPZzPYZQ+imW8uE22zCw2+i6DjRIcIEjsAqCHxw4RrzrmaJbEPD/Pm4RhiqMuYqCAJFf6eQv+6SpH1vxmqSdWdv/PvJiZPxr16TRYsW8fmXX4rGd+7cmYceekhaKODwAlj3qvi4qz+M2AK+jhPteH25dJH9unEPUT/MyyHXuZ9YrQJGvZnsa0Vo1GJHF0DjpMLDz1nkRN0rdGYLSXojRikddwAFRDlrsRTk8/TTTzNs2DAaNmyIh4cHhw8f5vPPP+fxxx8XvWzgwIFMmzaNxx9/nMmTJxMeHs6VK1dY9ttyXnj+JUJDwnj9lbd5d9JbeHh40ql9FwxGA0fP7SctL5XnRz+PSm1znpcvWErTmhHUqlWNWbN+Ii+vgEGDnsDZOQxXV9vfkFrthmC1YsnLB6sVw3lx9Fbt5486KJDJn3zCyy+/jE9AAD169MBgMHD48GFyc3MZP348X375JSEhITRp0gSlUsny5csJDg7G29ubhQsXYrFYaNWqFa6urvz888+4uLgQFfVg1tfJjpOMjIyMjMwDTPHxDHKWSvcGMl3+iYjvP0PtM9th1xMMRVz6pjfVdUfpdpvN+PhctE3682C4S1BktjDo5CX25YkbzU6vFcFzoWWnDloKjWQtPI3pWpHIlmNIZXf67+gttnM36tqTDs+/wLWUFBYsWCB5Prty4mYDrBwFpyVk2us9AX2+B035ekWVhcFs4Y3lJ1hzPEVka1fDn9kDm+Lh/OClP90NFrOVo39e4eDayzh7KWnQ2wtuC8BoXdR4+DqjUle8p9HdUPivs2S24yypFBDp4oTnLdFOg7s7rVq1YsaMGVy8eBGTyURERAQjR45k4sSJonO4urqya9cu3nrrLfr27UthYSHBQSG0a9seD3db3dNzzzyPi4sr3/3wDR9OeRcXVxdq1qnBS2OeI0Jrxfpv/dKkSa8wY8aPnDyZQPXqMaxevYaYGFv087qzXxIfj5OnJ5ai0pFthVaLJjQUAE1IMAAjRozA1dWVadOm8cYbb+Dm5kaDBg149dVXAfDw8ODzzz/n/PnzqFQqWrRowYYNG1AqlXh7ezN16lTGjx+PxWKhQYMGrF27Fj+/Byft91YUgiDYcYn/b1JQUICXlxf5+fnS0p8yMjIyMjL3GcFiJXflBYoPi+WhzZlnUftcIuzTD1Fob8+dqwT51yie1Q5XY7bIVDBgA5412zruWpXkSomBrocTKJBQg1vZJJbW3mX3NCrLGT2avYXzBbb0JBcPT55692MComLYu3cvmzdvFo338/NjyJAhoqJ9AHIT4YcuoMsU2x75EloML3Oe5eVylo4+s/4mv8Qksr37SB2GPxTjkN5D9wuT0cLBtZf5Z3NSqePXHaewkAjcPd1w93VCpaoaZynfZCZJb5RsEAygUSqIdNbifofU0PJiMVspyNZj0ks3wXVyU1OozSHfmI8C8FFbcbvtVly5co2GDXuyd+86WrXqhlJ504kWzGaMV69iLRJvIgBowsJQ+/g45L3cD/R6PZcvXyYmJgZn59KbFHfjG8gRJxkZGRkZmQcEc56ezO+OY8kXpx0ZTv+B5yN1CJsy0rGL4GtHYV5HAFxvOZwnuKEbsp2wmFq3b+jfN/bmFtH3H7FSna9GxaZmNYksQ/DBqjeTs/Qs+oRcka3YXMD21KUUmfMAeOjZ52n52JOYzGaWLVvGhYWLRa9p1qwZvXr1kpYTP7sBfn1WeiIv7IDQJnbneTes/ucar/z6j7RtbFsaRXg75Dr3A0OJmb1/XCB+tzh6dp3Y5oG4+4JfmLtoMexoBEEgz2whqUQ6JRDASakg0kWLq9QzUZFrWgWK8gyUFEpfU61Vofa2kqyzOZQeFoEIrbQnp1CocXW1pb+5uIShVGoQBAFLbi6mFOl7rPLwRBMehsJB7+f/ArLjJCMjIyMjc58pOZNN9qJ4SVvxrs8J/vBlPKfOcOxFT6+E5UNEhw9aa+H8/B80rB6Ot2OvWGEWX8vizXNidbt2Pu4srB+DWxm7+vrzuWT9KN2oNj5vH6dydyMgEBhTnQFvfIWHnz+ZmZl88umnmM3i3f2+ffvSsGFD8cmsVtj8HuybKbZFtoZnfwUXb7vzLC9Gs5W3/zjJ70fF9yOumi9zBzfH8z+ajldSaGT3svOcPySOtF6ncddIWvaOQaNV3Ygi3CsEQSDHZOGq3r6z5KJSEuGsxcVBkS4pkYtSKBR4BjiRaU4n01CAc4l9ZwnA2SUcrcYWKcrOTgTAajSiT0hAMIkjlKBAGxONys2tku/k/yb31XGaMmUKf/zxB2fPnsXFxYU2bdrw2WefUatWLbuvWbhwIUOHDi11zMnJCb3ezgMmIyMjIyPzACJYBfI3XKZoj7h5rCXvCiV7vyb610U4T13rwIsKsGs6bP9YZFpi7oT/MzPpVj/McderBBZBYOK5qyxKEacOjooI4P3qoSjtRN4Es5XcVdKpjlbBwpaUn8k12mS5e700gTrtbBG3kydP8vu3YsdHpVLx4osvSsuJ67JszWrTxH2RePhNcJCIRlJ2MX2/20tWkUFke7NHLUa3r/6fTMcrzNGzc2kCV06KP+frtOwdQ9PuUVVSsyQIAlkmMyl6KafChrtaSbizFiel4+Zj1JvJzyjBXgWNu68zFicDSQVJ5BYL+KsFvOxk6mq1ATg5BaJQ3JyfYLUSpnWi+KTtOb3daVL7B6AOCvxPPkNVyX11nHbu3MnYsWNp0aIFZrOZiRMn0q1bN+Lj43Erw9P19PQkIeFmbrL8IcvIyMjI/FewFBrJ/OEk5vRikc1wbiNC/kGili5BE/ic4y5qNsKqUXDqd5FpsmkQUY+8zvNtoh13vUpQYLYw4PhFDheI7883dSLpF+xr97XGa0W2RrUW8eLzcuFJDmf/iVWwENsijoFjvsbJ1Q2LxcK6des4fPiw6DVlyoknHYD5t8tn/Mtzf0BsZ7vzvBvWn0hl7JKjkrbfR7ehWdR/r+4kL72Y7T+fJeV8nt0xDz1dgwYdw1Eq7/0azyoIZBjNpBvsO0ueahVhzhq0DnSWLGYrBVklmAwWSbuLuxZXbw0pxSlkGZLxtViJsOMsqdUeODuHlapbArAUFmK8ckXyNUonZzRRkSgdWSv5f5z76jht2rSp1L8XLlxIYGAgR44c4eGH7fQ2wOYoBQcH3+vpycjIyMjIOAz9xTyy5klEJYDivV/jUjeAmCUzUDqyVqM4Bxb1hnRxqtoQ4xvUaNuX93rVeSA2IC8VG+h86CwlEtX265rWoLmX9IaqYBUo2HyFwu3i3k0AO9J+I70kEYB+739KRD1bml1hYSHzZs4kK0ssYd6lSxfatm0rvi+CAPtmwV/viC/kHWVrAuxV+YidyWLl3ZWn+O2w+D01j/Lhx+db4OX630rHy7payNZFZ8hKlhYfAOg4qDZ12oRUyfNoFQTSDCYyjdJiCwDeGhWhTlo0DnTeBKtAUa6BkiL78ume/i4UW3UkFVzEs0DASyUdXVIoNbi6RKFSuZS+htmMMTkZq06sNgmgCQ9H7e1d2bfy/yUPVI1Tfn4+AL6+9neTwNY9OSoqCqvVStOmTfn000+pV6+e5FiDwYDBcDOsXVBQ4LgJy8jIyMjIlIEgCBRuTaJgS5LIZi1Kp3jPF/gOepqwncsdu1jMugCzW4FVvCjsbphKVJ0W/PhcM1RVsJt/J3blFNLv+EXR8SCtmg3NahLmLL0bbs4uIXPeSSx54tS11OJL7MtYjUkw0rTnYzz73AxUapujkZiYyMKFCyXPOWTIEKKjo8UGow6WD4Xzf4ptTQbBozNAVXlH5mpuMU9/v4/UfHH5wYSuNXmpU+wD4eSWl7RL+Wyef5qCLOlyCqVSQdfh9ajeNKBK3pdFEEg1mMguw1ny1aoJddKU2ffrbhEEAX2RicIc6fugUCjwCnRBpVWQokshpyCfALVgN7rk4hKBRuMtuoYlOxtTWprka1ReXmhCQ2Whh0rywDhOVquVV199lbZt21K/fn2742rVqsX8+fNp2LAh+fn5TJ8+nTZt2nD69GnCw8NF46dMmcKHH354L6cuIyMjIyNTCmuxiaxF8RiviDfrjJd2YDj5K6FTPyVy5j7HXvjSTlj8mPiwNZinjR/gHxTOyrFtcNXe/5//H65m8u55cX1XJ18Pfqgfg6tEsb0gCOj2ppC3VrpR7f6MtVzRxePu68fA6V/hFx5543V79uxhy5Ytotf4+/vz/PPPS8uJZybAnPZgLhHbnpgLjfrf4V2Wj02n0hj18xFJ228vxNGq2oPZ00aK5Pgc/pp/Gn2RdNqbk5uarsPqEVWvat6T2SqQYjCSa5JOhwMI0KoJcrCzBHeuW/LwdcbZXUORqYjLhWfxNwh4KZBcnWudAnDSBokcTKtejzExEUFCyASF0ib04OoqtslUiAemj9Po0aPZuHEje/bskXSA7GEymahTpw7PPvssH330kcguFXGKiIiQ+zjJyMjIyDgcY3IhGbP+kbSVHPwec8pRopYswbWpY+Sob3BkIax9RXT4L0szxpnGodA4s/vNTgR42JfrrgrMVoHXE5L5NS1HZHs5MpC3q0mnaVmKjGQtiseUXCiy5RrS2ZW+Ar2liPaDhtPskT43zmE0Gm1y4hfEEubNmzenZ8+e0nLiJ5bDHyPEx1VO8OIuCKxdjndbNmaLlUlrT/PzfnE0slG4FwuGtsTX7b9Re3LxaAZ/zT+N1WzHQfBzpsvQuoTGejv0uvZ685isVq7qTRSY7TtLQU5qArUauwIjFcVispKfVYLZaKduyUOLu7cTVqykFF1FYy3A1U7ZlFrt+W/dUmlPSrBaMaWmYskVS+sDqAMDUQdUTRTvv8L/qT5OL730EuvWrWPXrl135TQBaDQamjRpIvmlCDbFPcmiThkZGRkZGQcgCAJFf6eQv04cBbHqCyje9RlKjZHo339HG+5AxTqr1VZrs3+2yDTL/BjTzP0BBVsntKd6QNkNYe81uSYz/f65yMkiceTmu7pRPBEkLXBQfCKTnCVnJW3HsrdyruAwoTXr8Pz7s3H3uZnmn5mZyZw5cyTlxJ988kkaNGggPqHFDOvHw9FFYltsF3h6EThV/j6m5JXQf+4+knPE9+LlTrG81rXmA7/gFQSBs/tS2bZY+rMBW2+lzs/XISBSIpJ3DzBYrVzVGymSaIp8nRAnDQFatcPvr9UqUJSjR6+TjrJdr1tSqZUUGgu4mn/BVrcEcJvTpFRqcXGJQqUS1zpaCgowJokdbQClswuayAhZ6OEec18dJ0EQGDduHCtXrmTHjh3ExMTc9TksFgsnT56kV69e92CGMjIyMjIy0liNFnJ+OSPZUNWUfAD9sUW4Nm1MjV0bUbk7sCeKsRh+GwgXt4lM442j+MNqE1daPqo1LaLLrhm+15zT6elw8CxSS9lNzWrS2FOcQmQ1mMn5NQH9GXFUqsRcxPa0pRSacuj92v/oHTeplP3kyZP8/rtYOVCtVvPiiy8SEBAgnkhBKizsBTkS6X9dJ0Oblx0iJ74lPp0Ri8XKfQBLRraiTXX/Sl/jXmK1CpzccZU9y87bHRMS60XH52rjE1w1PYASiw1kGE0YikpQaKUdpjBnDX4axztLgiBQUmiiKNdO3ZJSgXegCxonNRarhYyiy7hhU4r0kghyurhEotF4ia9jMtmEHopvqkz+tGoVb37+Oal796KNiEDlJX6dzL3hvjpOY8eOZcmSJaxevRoPDw/S/i1o8/LywsXFphAyePBgwsLCmDJlCgCTJ08mLi6O2NhY8vLymDZtGleuXGHECImQuoyMjIyMjIMxpelI//aYpOR1ydGFmJP24jPgWaIX/+PYQuyCVJjXCQpTRKanDO9zWLClj80a0JRHGoY47roVYGt2AQNPiB2RSGcta5vWIMhJLKRQlurg2bwDnMjdSc027Rjy8Ry0zjdVxCwWCxs3bpSUE4+NjeXpp5+Wzjy5uN3Wf0mKoZsgqrW07S6wWAU+Xh/Pgr8TRbZ6oZ4sGtYSf/cHNyvGYrFy7M8kDqyRrikDiKznR4eBtfDwdaAaZBmcLCxm3Jkkzur0hCsFPvUU57lFumjxVqvuSeTOWGImL0MslX8dDz9nnN00KBQKCvXZFOanoFbA7a7k6NHvsmTJGsCWPRUZGcngwYOZOHEiKpUKS1YWpnTpRsD9+/fn8eHDcQm5v3/n/z9yXx2n7777DoAOHTqUOr5gwQKGDBkCQFJSEspbNPNzc3MZOXIkaWlp+Pj40KxZM/bu3UvdunWratoyMjIyMv8fojuURu7v4t12wWKieMcnWAtTCHr/PXwH/OjYC6cehzniFh2Fggu9jJ+SLAQB8E6vOox8uJpjr32XzE7KYPJFsWPXy9+L2XWjcL5N8EEwW8lbcxHdQWklsM0pi8kzZ9Dv/Sl0qf16KVthYSELFy4kO1vcOLVMOfEdU2HnVPHFgurDoFXgLhGVukvSC/Q8O28/lzLFctCjO1TnjW61qqQ/UUUwGy0cXHeZY39Jp4QBxDYPpF2/mrh6Vk1a2MG8IsaeSSJZLy3hrVBAtIsWL829WdaaTRYKsvR265ZcPbW4eTuhUCgwW4zkFJ5Fgy1NVH3bx6xQueHmEolG40OPHj1YsGABBoOBDRs2MHbsWBS5ubw+fLjoGgqlCm10NEpXF1wAOcZ0f7jvqXp3YseOHaX+PWPGDGbMmHGPZiQjIyMjI3MTwWwlZ/k5So5nimzmtBOUHJoLFiMRP/6Ae9u2jr34mbXwm7gJ7lFrLM8b/0chtjS3QXFRTH683n2rizFarbx6Npk/0sUpi29EBzM+WqwEZkwpIvO74wgmcXpVYuEpDmf/SdPej/P8J9+jvC1qVyE5cX0+LH0WrvwttrUaDd0/AWXlo4M7EjIYsuCQpO2n4S1pV6PyTtm9wFhiZu/Ki5zeJVY5vE7dtiG0eTIWpyrqH7Ujp4Ax8VfIsaOG569RMyM2BP/cDGLcXHB2sNN0p7olrbMaD39nVColgmClsCQZzLa2OrffISsq3N1iUN/Wb8nJyYmgwEBMKSkMadeO3+PiWLdtG1q1mp9WreLytWv4+vjw6GOPMW3aNJxdba9fuHAhr776Knl5eQBMmjSJVatWMWHCBN577z1yc3Pp2bMn8+bNk1aLlKkwD4Q4hIyMjIyMzIOEObuEjNn/YNWJxQX0J37FdGkbqNVUW7sGp2p3X59rF0GAPTNgq7iNxm/mDkw0D8eCbYHfroY/84e0QCMh210VZBvN9P3nAgk6cY3Hj/WjeSTAu9QxwSpQsDWJwq3SkYydacsp8Sym7zsf8lDo6NKv/VdOfOvWraLXlSknnnoC5rSTfgP9foK6Yun2u8VqFZiy8Qzzdl8W2WoGufPziFYEelRNGtvdUFJkZPdv5zl/SDodDKBRlwha9a6Gxqlqev9syMxjdPwVDBJNkAGinLXMrBtFi3+bIev1ei7f5q8LgoDZIO7tVR4EQaC40IguX/r1SqUCrwBXNFrb/SjRpWMw3IywqrWaUpsEKm0wbs7SzrJgNGIpKEAfH3/jmLOTE9l5eaicnfl69myq16jBpUuXGDNmDG+++SazZ4uFYK5z8eJFVq1axbp168jNzaVfv35MnTqVTz755K7ugUzZyI6TjIyMjIzMvxSfzCTnF2mlMN2OT7DmXcGpTh1q7t+HytvbcRe2mGD1WDjxm8j0iWkA8yyP3vh3lJ8r619uh7vT/fkJP1NUQsdDCZK2rS1qUc+99K66OUdP5rwTWHLFi9G0kkT2Zqyi3ZChDOj2tSgyZTAYWLZsGRcvihvkliknbkeeHRdfGLkVfCuf0phZaOC5Hw6QkC6WSB/ZLob/9azzQDQYvpWiXD07lySQeFKc3nidFo/G0KxHFCr1vXfIBUFgRXou487YTwus6+bMN3Uiqe9Rvl5EZoOBb55/ylFTvCuGzPwQq7M3fu4xKBXi+2c1mTAlJWEtKcGqu5nGKQgC2/fvZ8u+fYwbN47Xb2mvEx0dzccff8yoUaPKdJysVisLFy68sYEwaNAgtm7dKjtODkZ2nGRkZGRk/r9GsAjkrbmA7oC4zsacdZ6SAzPBVILnY70J/WQtCo0DU5VK8mwNa1OPi0wjjBPYYm1W6tiBiZ0J8rw/0YuNmXkMPZUoOl7D1Yk/msQSoC19X4r2p5C3SuzwABzIXI8lUsGjb79Fc69BIntGRgZz5szBYhGnadmVEzcbYNVoOCVW1aNuH3hiDmgqf+/2nM/iuR8PSNoWDG1Bx1qBlb6GI8nLKGb7T2dJOZ9nd0zbp2Jp2CmiSuqurILAopRs3j531e6YFp5ufFk7ghpuD16kriw8Peqhua1HkCAImDMzMWdkiMZv3LWLgFatMJnNWK1WBgwYwKRJk9iyZQtTpkzh7NmzFBQUYDab0ev1FBcX42qnmW10dHSpqGtISAgZEteUqRyy4yQjIyMj8/8llnwDGXNOYMkRp5oZzqzGmLAegIAJ4/EbMcKxNUTZF+G7NmAWX7unYQpnhKhSx/589WFqBVd9rYIgCHx1JZ3PLoudyj6B3nxTJxLtLQJOliIjmQtPYr4qVh3LM2ayK20Z3V57lSdbSIgzYF9OXKPR8MILL0jLiecmwg9dQSexSHzkC2hRedVdq1Vg+l8JzN4hdgRj/N1YOjKOYK8HZ5Gffa2ILQvjyUousjum46Da1Gkj3XDY0ZitAt8nZ/DxpVS7Yzr4ePB5rXAiXSqnMqh2cuLlRSskbVaLlcJcA4YS+3VLnr7OKP+tWzIYMzAapaNzJgHMKi8CXENvRJfUt6g3WouLMSQm2vqt3YZCrUbp6UnHjh357rvv0Gq1hIaGolarSUxM5NFHH2X06NF88skn+Pr6smfPHoYPH47RaLTrOGlu29BRKBRYJa4tUzlkx0lGRkZG5v8r9Ak5ZC04LWkr3jMdS9Y5AMJnfotHly6OvXjiHlj4iOiw0T2Ctllvk4l3qeO/jGhF29iq7+9jsFoZE3+F9Zn5Its71UJ4KTKw1IK7rBTHf3K2o2roTpeRY6jv1Fdkt1gsbNiwgSNHjohsNWrU4Omnn0Yr1dTz7Ab49VnpN/DCDghtIm27C7KLDAyef5DTKQUi25A20bz3aN0HJh0v7VI+WxbEk58pbqwLtvqcrsPrUb1pQJU4Swarla8S05lxxX4N1SMBXkypEU6ghDx9RVEoFKWiPoIgUFxgRJd3PVVUdaNGCUCpVuIV4HLjmNGYS4n+32iYAjROpZ+9TLOSEI8Y/DRiB0awWDCmpGDJF//dAGiCg1H5+aFQKFCoVLi5uREbG1tqzJEjR7BarXzxxRc3VKWXLVt2V/dA5t4hO04yMjIyMv/nEawC+X8mUrRTnB5kyU+m5O+vEIy2WpWYlX/gXKeOYydw7GdbDdNtlER3pvHZQRj0pRdnX/ZrRN+m4Y6dQznINJroffQ8iSVi2efFDWLo5n9TBNlqtJC+6B8sF8XRJb2lmF3Zy+k58Q0ejX1f8lplyYl37dqVNm3aiBf4Vitsfg/2zRSfMCIOBvwKLj53eJd3Zt/FbJ6dt1/SNm9wc7rWDar0NRxB8pkcNs8/TUmhdATFyU1N16H1iKrvVyXz0VksfH4pjTlXxSqU13k62IfJsWH43CPp8OsYik12nUgAT38XnN1sDpvFUkxh4RUEQSwGA5BnUaDW+BLsFoynRO2SOS8P01Xp1EOlmxvaiAgU6vK939jYWEwmE99++y29e/fm77//5vvvvy/Xa2XuPbLjJCMjIyPzfxZLkZGs+acwpYj76RjP/4Xh9O+AgCYigugl61FLpYJVFEGwLfL3fisyGVqO5aGjHck8W9pBmdC1JuM613DcHMrJicJiuh0+J2nb0bIWtd1uCj6UXMwle94pybEJ+Ydw7hBI66efJVbZXXLM5cuXWbRokaRt6NChREVFiQ26bFuz2rQTYtvDb0DHd2zNfCqBIAjM2HyOb7ZdENkifF347YXWhHq7SLyyarl0LJO/5p/GIiHlDuDu60TXofUIreFdJfPJN5mZfDGFX1Jz7I4ZGubPO9VCcFffW3U+s9FCfmYJFrP0vXHzcsLVS/tvGpsJXfElLGbxdwOAzgp5FiVRnjFESkSXrEajTehBL063BdBGRaGqgBR4o0aN+PLLL/nss894++23efjhh5kyZQqDBw++63PJOB6FUJ5mSv+HKCgowMvLi/z8fDw9Pe/3dGRkZGRk7gGGy/lkzpFYZAPF+77Fkn4SAPdOnQib8SVKp8rVVZTCVALLBsP5v8SmR79hwOEaHEosraH8VLNwpj3VsMp7Ma3OyOXF01dEx+u5O7O8cSy+/0YFBIuVaz8dgbPSi8SDxj/p9NZLeAcFS9rLkhMPCAjg+eefx93dXfzC5IPwY1fpyT/3B8R2tvPOyk+uzsjQhYf4JzlPZBvYKpIPH6uH+j5JvoPt3iXsT2ProjN2x/iGutFlSF0CIqumDi7LaObd81dZlZFnd8y4yEDGRwfjcg/vnV6v59LFSwR4hyCYpZ0yJ1c1HrfWLRnS7NYtGQXINivwdPIjyC1IpIwnCALmjAzMmdIRNbWvL+rgYBTK+/e8PMhYrVaKioooKrpZexcSUjV1dnq9nsuXLxMTE4PzbQIed+MbyBEnGRkZGZn/EwiCQOH2ZAr+EjsC1uIsindPRyix7Yr7vfgiAa++4tgf7MJ0+LEL5ImllYXn1zHhkAd/rLgG3HSaWsb48vPwVmirQPr5xlwEgc8up/GVRO1Jv2AfvqgViebfup3iK9lkfn8ClSBeLlwpisfjsWgadutOONK9ksqSE2/RogU9e/a8UcdxywRh3yz46x3xCb0jYegm8Aorxzstm0OJOTz9/T5J23cDm9KzQUilr1FRBKvAyZ1X2f3bebtjgqt50WlwbXyC3apkTil6I2+du8rmbHG913X+FxPM2MigG8/PvcJqsXJoQyKn9iTRoLcXXs4WNLdEs1T/1i2ptSoEQcBkykWvk27uKwCZZgVGQUm0ZzT+EtEli06HMTHR9mzehkKjQRsVhdL5wREHeZAwGAzk5+djNkunQf7XkB0nGRkZGZn/NFa9mezF8RguiQuyjYm7MRxfAoJN1jr088/weqzyTU9LkXYSvn9IfFztAqP/5pt/rHw55xxwc8EZ5OnEX6+1x8vFgdLmd6DEYuWF04mSC98PY0N5McImoy0IApcW7UF7xrZIVN22VEhwOUab8UMI97DTWBabnPj3338vqer11FNPUb9+ffGLjDpYMQzObRLbmjwHj34FqsrdL0EQmLntAl9sFqclBns6s3xUayJ8y9cvyNFYLFaO/ZnEgTWX7I6JrOdL+wG18PSrmpTBxBID488mszfPvjrfR7FhDAv3R1UFUYMLRzL485Y0UWev0k63V4ALTq62Z8Rs1v1btySWtAfItSgosijwdfalmo9EdMliwXTtGpYCaUdRExKCyte3yqPEDzpSUSUpnJ2d8fLy+s/dP9lxkpGRkZH5T2K8VkTGt8ckbSWH5mG+dujGv6OWLsG1SeVV1kqRsBGWPiM+HtIYBq/m9/giJkwT92f6+3+dCKvCWpk0g4lHjpzjmkEsILC0YTU6+tlSUwqvpJP63VFcced2Dbv0kiv4PluLmLgWdqNLACdOnOCPP/4QHS9TTjzzHMxtDyaxyARPzIFGEvf4LskvNjF80SEOX8kV2fo3j+DjJ+qjuQ/peGajhUPrL3P0T/sNYGObBdKuf01cPSWUBe8BZ4pKeOVsEicK7QsrfFkrgmdDqsZpyLpayPrZJyjKETdQBlsqnm+oGy4uLlitRnS6i1gsEs8SUGSFPLMSFApiPGOI0oj/Ds25uZiuSUenlO7uaMPDyy308P8LBoOBgoICTCZpkRKwqR16eXmh1WopLi6muLgYg8FgV179QUX+5GVkZGRk/lMU7Ushb7U49Usw6tDtnILwbz8flY8PMSuWowmrfFpXKfZ+C3+9Kz7e6Fl47Fv+vpzPwA//FpnXjXuI+mFe4tfdI44W6Oh1RJzq5aRUsK1FLaq7OiMIAvE/bsTzvK2+yJXSdUYp/kk0fflpwrX2nSWLxcL69es5evSoyFamnPjJFfD7cPFxlRZe3AWBlVc2PJqUS9/ZeyVt3z7bhN6NQit9jbvFWGJm36qLnNopvTgHqNs2hDZPxt6IntxrjhUUM+7MFS4USzsnSmB23SgeD/SuEmeppNDI1sVnuHJSuhapRvNA2g+sjaAwc+nSJQzGDEwm6ciQ4d+6JYtgiy7V9hJHl6wGA8akJASD9PvXRkejkqrB+/+Uu4kqabVaSkpKMJlM5OXllbLn5eXh4uLyn4o6yY6TjIyMjMwDj9VoIWfpWfRnxMpdpquH0B9dAFZbDr1ry5ZEfDcbpZsDaz8sZlj7Cvzzs9jWZRK0fZWE9CK6vyMWhFg4tAUdagU6bi53YEVaDi+dEUcwmni48mujanhp1GSdT+T4nIP4qUPwvM1ZKjTn4DO4NsENa1GWIHphYSELFiwgJ0f8mdiVE7eYYcMEOLJQfMLqnaHfYnCq3AJVEATm7LrE1I3ivlL+7lp+H92GKL+qqQu6TkmRkT3Lz3PugP2eRo26RNCqdzU0TvdWee46e3OLGHvmCqkSkUgAD5WSWXWjSknQ30ssFisH11zm6J/iGkWwCWD0eKE+PsFuCILAtZSlnD//Hd5eH2A2BaLV3nzWrtctGawKFP9Gl1xuiy4JgoA5PR1zVpbk9dR+fqiDgmShh38xGo3k5+eXGVUC0Gq1GI02tVC9Xo/ejuoggKen53/KaQLZcZKRkZGReYAxZRST8e0xBAnpZf2xxZiu7Lnxb5+BAwma+DYKlQMXnvp8+KkvXDsstvX/Ger0Ji1fT9zbG0TmKX0b8GzLSMfNpQwEQeCji6nMTs4Q2Z4L8WNqzXAUVgtHvl9O6FWbO+SnLi1+kB+WT50xPVHe4f5VSE68INXW+DdHHCmky4fQ9pVKy4kX6E28uPgI+y6JoxR9m4Qx5ckGON1jOexbKco1sHNpAoknpBfmAM0fiaZ5j2hUmqpZnG/OymdM/BUKLdJy3cFaDTPrRvKQT9Wo8wEkHEhjy4J4u/ZHX2p0ow9Vbu5Btu8YhtVqSyNUKktHDHPNCoqstufI18WXaq7i6JKlSIcx8bLktRRarU3owZEqm/9RrFYrOp2OwsLCMscpFApuFei+7jRJ4erqipubGxpN1dV2OhrZcZKRkZGReeDQHUknd7m4gF8QrBRv/whrwc00p+BJH+DzTOXrYEqRmwjfPQRGiUXDCzshtDFFBjO9Pt9OUk7peoqxHavzRvfajp2PHXQWC8NOJrIzVzzPT2uEMSw8gOQTJzj48kYi3esQelsMySQY8R5SE586EWVGlwRBYPfu3Wzbtk1kCwwMZPDgwdJy4pd2wOLHpU86dCNEtSnjquXjxNU8HpspTo0EmNG/EU80qbpGwvmZxWz/6SzXzuXZHdPmyVgadQpHWQU1VYIgsCYzj9GnryDtKkF1Fye+rRtJU8+qi8JlXClg/awTFBdIL7LbPBlL484RKJQKSkqucejwUxQUSNcz6q2QZlKgQIlCoaCadwwu6tuiS2azTejBjhOgCQ1F5ePzn4t+OJryRpVuxV5XI41Gg5ubmygVz2IpQadLxmKx9c/y8Kj/n7rvsuMkIyMjI/NAIJit5P5+nuJj4qiJOf0UJYfmgPlmDULkgvm4tW7t2Elc2QcLeoiPe4bBiK3gGYLJYmXYjwfYfb50JOHRhiF880wTlPdYihngqt5I98PnyDaJJX5XNK5OCycVe76Zz9W8RiiASPfS9UKGKAvVXmiPQlX2XA0GA7/99huXLomV3lq2bEmPHj2k5cR3fg47PhWfMLAeDF4N7pVrNCwIAj/uuczH68W9jbxcNKwc04ZqAVVTk5J9rYiti86QmWR/Z77DwFrUbRuKogqeDUEQWJqaw/iEZLtjGrq78HWdSOq4V51IiS7fwJYF8Vw9KxboAKgVF8zDz9RE66zGYinmbMJEUlKXSY69oFfyU44WV5ULb7kpCHPyItwnvFR0SRAELLm5mFJSJM+h8vBAExb2/7XQQ3mjSuXBzc0NNzc31LfdT0EQMBqz0eulPwdbYqXsOMnIyMjIyJQLc46ejO/+wVoo3uXUn1qO6cLmG/9WaDTErFmNU0yMYyfxz1JYNUp8vHon6P8LaF0RBIF3V57klwOl64cahnux7MXWOGvufRrYwbwiHjt2QXTcXaVkS4talBzeT+rEH8j0ak4tGonGeT1fA4860k1qb6UsOfGnn36aevXqiV+kz4elA+CW9MkbtBoF3T8FZeXuUZHBzOifj4icVoDHGoXy+VMNq+RzSLucz5b58eRnSivPKRTQdXg9YpsFVsluukUQmH81i/cu2BecaO3txpe1Iolxrbo0NIvJyr7VFzm+RdqJC4j0oPvIengF2P6+rl5dzLnzkyXHFlthbqYTiUbb5+uiduH7Dl+iylMR6Bp4w2myGgwYE68gmKSjWdqYGFSOrH/8j1GRqNLtaLVa3NzccHZ2lny+rVYTBkMaJlNemedxcYlCofhv1ZDJjpOMjIyMzH2h5FQW2T+LIwYAup1TsOberENwrluXyAXzUXk5sFBdEGDrh7BnhtgWNxa6fQz/RlPm7rrIpxtKiw14OqvZ8UZHfN3uvUz0ktRsxp8VLz7jvNyYHe7F/i+/xbK2HR4qFzy8mpcaI0SqCRvREqX2zg7F8ePHWblypei4VqvlhRdewN/fX/yi1BMwx47qXr+foG7l+2adupbPo99KOGTAtKca8nTziEpf405cPZvDX/PjKbGTXubkqqbL0LpEN5C4R/cAk1VgVlI6Uy+n2R3Txc+Tz2qGE+ZcNVLmYIswnN2XyrbFYnEOAKVSwaPjGhFRxxeAnJy9bNs+HEGQvq9Lc7Qc0Km4HpUYVHcQ45uNR61Uo9fruZx3GcFqxZSaijlbWoVP7e9vE3r4D6WEOYrKRpVee+01dDodq1evRlVG/aPJVIDBkILVat8hU6lccXYORaWqukino5EdJxkZGRmZKkOwCuStvYhuX6rIZsm5SPG+b0v18/F6/HFCPv4IhSOLiU16WDEUEsSCDjz6FTQfeuOf606k8NIScW3Fzjc63HNlNqsg8N75a/x4TRxdGR7mT+/4/eQsPYvVtz0t6Qa3rWl8BtTErWHQHa9Tlpx4zZo1eeqpp6TlxI8sgrUvi4+7+MLIreBb7Y7XvhOL9ibywZrTouOuWhVrXmpLbOC9FTG49E8mm+efxmyUrhBy93Wi69C6hNbwuafzuI7eYuWLxDS+TRKns16nT6A3H9UII0BbtQX4aZfyWTfrOAadOH0U4KF+NWjYMRyFQkFJSRIHDw2hsFD82QLsKFSzNk+D5V9nyUXtwsIeC6nrV7fUON2Ro5j0JRhMphubHNdROjmhiYpCKfXsPgAMGTKEvLw8Vq1a5fBzG41GCgoKyhRquJ3k5GTi4uLYvn07rVu3RqvVolAomDt3LoIgiJwmQbBgMGRiNGaWeV6tNgAnpwAUiqoTZrmXyI6TjIyMjMw9x1JgJHPeCcwSqU2Gs2sxnl1b6ljgG6/jN1yix09lKMqE+d0gR1yvw+A1UK39jX8evJxDvzn7RMNWjmlDk8h7u0guMlt47sQl9ufrRLZJ/i5oZ35BK7eeeGmDCPct7RgpQpwIHtEEldudF80FBQUsXLhQUk68W7dutG7dWrxDbzbAqjFwaoX4hHUfhyfmgsb5jtcui2KjmZeWHGPbWbFz0LN+MDP6N75n6XiCIHDuQBpbFkpHQsEmi91lSF0CIqtGea7IbOHTS6nMl3CgrzMwxJf3q4fipanaZV1RroHN80+Tcj5P0l63bQgP9auJxkmF2azjzJm3SE37XXLsOb2Sn7OdKLDefOaer/s8rzZ7FbXy5vsy5+aSMuF1dHv3Yg0JgXffKXUeTVgYap+qcWQfFCoaVVKpVLi5ueHq6nrDyfL29sbpFlVBr1ui/BZLCXp9it0GwwBKpQYnp1A0Gs+7fBf/DWTHSUZGRkbmnqE/n0vWj6ckbcV/z8CSWXqBGj5rJh6dOzt2Eunx8J2EiIRSA2P2g3/sjUMXM4vo/MVO0dA5g5rRvd6da4Mqw5USA10OJUhKRb937SQh2+NpGdALfAaJ7N5PxOLeKkR0XIpLly6xePFiSduwYcOIjJSQUM+9Aj92hSKJPkS9pkPLkeW6dlmcSS3g0W/3YLGKVbrupbS7YBU4tesau34VqzheJ7iaJx0H1cE3pGpqY3JNZj64cI1ladJCCgAvhAfwVrVg3Bwpv18OzCYLe3+/yMkdVyXtQTGedBteD09/FwTBSlLyfC5cmCI5ttAC87KcSDLefA9uGjcWdF9AHb+bgiaCIJD78y+kf/KJ5HmU7u44R0U5thVBFdKhQwcaNmyIs7MzP/zwA1qtllGjRjFp0qQbY/Ly8njrrbdYtWoV+fn5VK9enf/97390/vf7cv369UyfPp3ExEQCAwMZOnQoo0bdrNts1aoVQ4YMITk5md9//x0fHx/effddXnjhBQBi/q0bbdKkCQDt27dn+/btPP/8AHJy0lmy5GsAHnlkGPXq1cTJScvixX+g1WoYMWIQH330GUql9sZcX399BKtXr8ZgMNC8eXNmzJhBo0a2ustJkyaxatUqJkyYwHvvvUdubi49e/Zk3rx5eHjYNiSsVivTp09n7ty5JCcnExQUxIsvvsg779gc5eTkZCZMmMBff/2FUqmkXbt2fP3110RHR9+jT8lGhRyn9u3bM3z4cJ5++mlcXP67eYoyMjIyMo5HEAQK/rpC4XZxTY6lMIWSPV8iGApKHY9ZtRLn2g6W8D73Fyx5Wnw8qAE8vwZcfW8cyiw00PazbRjNpZ2WDx+rx/Ntoh07r9v4O7eQJ/8R9zfyUcCAX76hl2tHglyiIaD0PJTeGgJfaIza984RHkEQ2LVrF9u3bxfZypQTT9gIS+1IvY/cDmFN73jtO7HkQBITV54UHdeqlKwZ15bawY7fubZYrPyzOYn9qySij/8SUdeXDgNq4elfNeucDIOJt89fZX1mvt0xr0UF8Wp0EE5V3JRVEARO705h55IESbtaq+TRlxoRVtMW6cnO3sXWbUMlxwL8nK3lcHHpJeiQekN4pekrpaJLhvPnSRoxEnO62GFXaLWETp9OmqsL2tDQG06TIAiSfd+qAoVGWeE6qkWLFjF+/HgOHDjAvn37GDJkCG3btqVr165YrVZ69OhBfn4+X3/9NVFRUZw7d+7GtU6cOMGoUaMYP348jz32GIcPH+add94hLCyMkSNHolQqUalUzJ49m48++oh3332XFStWMHr0aNq3b0+tWrU4ePAgLVu25K+/NhEb649CUUJh4SnJ6NLSpWt45ZUxHDhwiP379zNkyBA6dOhF165dAW74Bxs3bsTLy4s5c+bQuXNnzp07h6+v7Xv34sWLrFq1inXr1pGbm0u/fv2YOnUqn/zrHL/99tvMmzePGTNm8NBDD5GamsrZs7a6OZPJRPfu3WndujW7d+9GrVbz8ccf06NHD06cOCGdWuwgKuQ4NWnShNdff51x48bRr18/hg8fTlxcnKPnJiMjIyPzH8KiM5G18DSmZHG6iPHiVgwnl2GTnrWhiYok+pdfUEsJDlSG/d/Bpv+Jj9d/Cvp8B+qbP6rFRjOPz/yb8xlFpYaOeCiGdx6pc0+LyRddy+Ktc+Jd+zr5GQxet4mu/k+An3jx6dklEo9OkeWStjYYDPz6669cvixu+GlXTtxqhS3vw95vxSeMaAUDfgOXyqVClRgtvPrbMf48LV4Qd6kTxDfPNsZV69ikGLPJwqF1iRz984rdMdWbBtCuf03cvKpGee6q3sgbCclsz7GfYvVOtRBGRwSirgIp89tJOZ/HupnHMRkskvb2A2pRr10oCoWC4uLL7D8wAJ1OOnK3tUDNhvybdUsA7hp3FvZYSC3fWjeOWY1G0j/9lLxff5M8j//YsfiPGY1CpUKv18Ntz7ZgspLy/t67fasOIXRyGxTlEGGRomHDhnzwwQcAVK9enW+++YY1a9ZQr149du7cyaFDh9ixYwfVq1cHKNVoeu7cubRv354pU6agVqtp164dqampfPPNN7z44os3xvXq1YsxY8YA8NZbbzFjxgy2b99OtWohuLraNrNcXArw8wsFSjsfN4Ud3GjYsDGTJ38G2OogZ86cydatW+natSt79uzh4MGDZGRk3Ej5mz59OqtWrWLZsmU827cPRTnZWCwWpn/0IdF16qFQKBg0aBBbt27lk08+obCwkK+//pqZM2fy/PPP37gnDz30EAC//fYbVquVH3744cZ39IIFC/D29mbHjh1069atQp9BeajQt9JXX33F9OnTWbNmDYsWLeLhhx8mNjaWYcOGMWjQIIKC7lyMKiMjIyPzfwPDlQIyvzsuaSvZPwtzWmmbe5fOhH3xBUonBy5OrRZYPx6OLBTbOr4LD79u04j+F4tV4MWfjrDlTOmFe5c6QcwZ1AzVPVqkWgSBt89dZXGKWP2r1T9/8/pFFTHu9cD/iVI2hVZJwOjGaMuZKpaens73338v2ZzSrpy4Lht+fgJSJT7Ldq9Dp3dL3cOKcD69kN4z96CXiAhMfrweg1tHV+r8t2PUm9m38iKndtqX6a7TJoQ2T8biXI66MEdwsVjPa2eTOShRw3adT2uEMSTMH+V9UIErzNHz57xTpF8ukLTXbx9G2ydjUWtVmM2FnI4fT3r6GsmxZ0qU/JLjRJG19PsYWm8oLzd9uVR0qXDHDq6OGi15Hqe6dYiYORNNaGgF39WDiyAIWK1WatasScotPaf8/PzIzLQJL5w+fZqQkJAbTpNCocDDwwM3NzcUCgWJiYk8/vjjpXootW3blq+++gqLxXJD2KFhw4b/XtMm7BAY6E1y8klKSq5IquFptQFoNN6o1Qrc3KrfOH79PNcJCQkhI8NWk3j8+HGKiorw8/O79U1Sotdz6thRSrraUgsjwsJwueU34NZznDlzBoPBcCMN8XaOHz/OhQsXbqT1XUev13Pxojh670gqvJ2jVqvp27cvffv2JSMjg7lz5/Lee+8xceJEevXqxcsvv0ynTp0cOVcZGRkZmQcEQRAo2nWV/I2JElY9RX99iFBc2jnwGz2KgJdfdmwUx1AIvzwNSWIhB55eCPVKOyCCIPDJ+jP8sKf0LnWtIA9Wjm3j8CjHdfJNZp49cYmjBeK0l367tvBmSSugIdyWLecWF4J372ooVOVLzbInJ+7k5MTIkSOl5cSTD8GPXaRP+NzvEGvHdhcsO5TMm7+fEB1XKGDduIeoF+o4mXl9kYk9K86TsN++THejThG0fCwGrXPVlHqfLiphXPwV4nV6u2O+qRPJ00E+90Uy22S0sGf5eeJ3SzcpDYn1otvwerj7OCMIVq5cmcvFS9Mkx+oELd+lK7lqKv3Memg8WNBjQanokjkri2uvvkbx4cOS5wr9YjpejzxyV+9FoVESOrnNXb3GUSg0d/47tVgsFBcXU1JSgl6vJzU1FbPZLPrcFQrFjT5qzs7OKJVKQkJCKvF8CAhCPgUFN9Nib73GdZycQvD0bHDrTERn0tymcnrreYqKiggJCWH18t8wFpcWA/L0vOnoODk7E1Qt9sb7ufUcdyoDKioqolmzZvzyyy8iW0BA5Zpr34lKf2McPHiQBQsW8OuvvxIYGMiQIUO4du0ajz76KGPGjGH69OmOmKeMjIyMzAOA1WAm+6czGC7kiW26BHRbvgKhdFpP6LRpePV+1LETyUuC79uBXjwPRm6DsGaiw4v3JfL+6tLyx05qJXve6kSAx71JzbpYrKfToQQMEoIHH245xCOW2kArkS3ghQY4VfMu1zUsFgvr1q3j2DGxbHqtWrV48sknpXP+982GP98WH/eKhGEbwSu8XNe3h95kYcLy46w/IZae71ArgJkDmuLu5BjHpSjXwK5fE7h83L7yXPNHomneIxpVORa3juBwvo6x8Ve4orfTiFWhYHbdKB4N9K6S+dyOIAic3HGV3b+dl7Q7uap5ZGwjQqrbnNqsrG0c2GZfBGRRlpZjJeLPc1j9Ybzc5GVUyps1SDnzF5AxTdrx8uzdm5BJH6CsYJNahUJR4XQ5RyMIAgaDgaKiIpE0uFQ0+FaUSiXOzs6EhobSrl07PvjgA86fP0/NmjVFY+vUqcPff/9d6tiePXuoUaM6Ol38v9czY7WKn0Wl0hl391o3IkRKZcVq+gSrldzUa0QHB5GWlobVaCQmOqrUGE//QFw8PXH39UOpUtl1AmvUqIGLiwtbt25lxIgRInvTpk357bffCAwMxNOzatX7KvSNlZGRwU8//cSCBQs4f/48vXv3ZunSpXTv3v3GTRgyZAg9evSQHScZGRmZ/wMYU4rI+Ea8MAcwxC/FeE4sOhD961JcGjd27ESSD9rU3W7HPcgmVuAVJjL9dTqNF346Ijq+ZXx7YgMlBBEcwI6cAp45LhYe8NQVsvBACZEmF6C0GIZzPT98+9VC6VS+RV9BQQELFiwgN1esvHa9cFqEsRhWDINzG8W2xs9B769AVbmUtYuZRfSZ+TeFBnE/n/cfrcuwh2Iqdf7r5GeWsP3ns1xLsK881+bJWBp1CkdZzohdZdmdU8jo+CtkmaR7GfmoVcyuG0VHv/sn1Xz1bA5rZx7HapZeuHccVJs6bWyRDZ3uAvv2P01xsXT60wlzOAtTs7HeFpXw1Hoyv/v8UtEl/ZkzJA0bjkXieVW6uRG5cAEuDRqIbP8lzGYzOp0Onc5+GmZZXE+/UyqVaLXaG/WH7du35+GHH+bJJ5/kyy+/JDY2lrNnz6JQKOjRowcTJkygRYsWTJ48iT59OrJ3725mzZrJF1+8I3kdZ+dQNBpflEpnNBovlEotgYGBuLi4sGnTJsLDw3F2di4lRS75fk0mCjLT0euKcFIpMRQX83DbNjRr0piho8fw7ptv0qhZM3IKCtmwYQNPPPEEzZs3L/Octvk589Zbb/Hmm2+i1Wpp27YtmZmZnD59muHDhzNw4ECmTZvG448/zuTJkwkPD+fKlSv88ccfvPnmm4SHV27Tpywq5DiFh4dTvXp1hg0bxpAhQyTDYg0bNqRFixaVnqCMjIyMzP2j6EAqeSsviA1q0G16H2tR6XQola8vMSuWO74W4cRy+EO880jMw/DMUnASO0D/JOfRZ9bfouPLXmxNyxhf0XFHMDc5g/cviNOdGl5LY3a8G85WgNI7ur4D6+DaoPwCGRWSE886D3Pag0liQdfne2j8bLmvb48/jl5l/DLpWrc1L7WlYbh3pa+Rfa2IbYvPkHHFvphCh4G1qNs2tFziGY5gU2Y+o+OvUGKVVnILd9Ywq04UrbzvjZNeHvIzS/hz3ikyk6TvW6NOEbR+ojoqjRKTKZ9Tp8aRkSnhXANml/p8cOEiOqsCyOHWVK7h9Yczrsm4G9Elq15P2uSPyP/jD8lzBbz6Kn4vjERRxSqBjkAQBEpKStDpdJhM4vqg8qBUKvH390er1eLu7i6q2bmV33//nddff51nn30WnU5HbGwsU6dOxWQqoGZNVxYunMann87m448/ITg4gIkTxzBw4OOATdhBoVDj7Bx6WxreTdRqNd988w2TJ0/m/fffp127duzYsUPyfeuLiki7KB2pVCgUrF29mo+mTGXCO++SmZlJcHAwDz/88F1pILz33nuo1Wref/99UlJSCAkJuSGv7urqyq5du3jrrbfo27cvhYWFhIWF0blz53segVIId4oVSrB7927atWt3L+ZzzykoKMDLy4v8/PwqD+/JyMjI/BcQTBZyfkug5JRYwEDtayR30XiwlE75cG3ViojZsyqcXiM9EQG2fwq7PhfbWr4APT4DiQVXUnYxD08TR8C+fbYJvRs5vrjcbBUYn5Ak2XNnwLlcXrusFlUJaCM98BtcF5V7+WRzy5ITDwoKYvDgwbhJ3fuTK+B3iUbCSg2M2g2BdcS2u8BgtvDWihOs+kfsLLaN9eP755rh4Vy5CFb65QK2LIwnL91O000FdBtej9hmgVVSHyQIAn+k5zL2TJLdMbXcnPm2TiQNPVzv+XzsYdSb2f3bOc7uk671Cq/tQ5ehdXHzckIQLCQmzubS5a8kx2qdQlhRGMS2dLFinpeTF/O7z6emz80UsoLNm7k27mXJczk3akj4N9+gcYCQmF6v5/Lly8TExODsXLnGy3fCZDKh0+koLrbf/LU83BpVqgjXhR2Mxswyx2m1ATg5BaBQVD5t0WQ0UJCRjslgkB6gAO/AYJzdq6YpdEUo61m5G9+gQhGnDz74gD/++ANvb2/Rhfv06cO2bdsqcloZGRkZmfuIKbOYjJn/IEhID6vcE8n7+VPRcZ/nniNo4tuO3TE2G2yL/TNrxbYymq3m6oy0n7adAn3pNKm3e9bmxfbVJV9TGXJNZp7+5yKnikpEtk+Pl9AtzcztP7PefarjHld+502v1/Prr7+SmJgosrVq1Yru3buLF2AWM2x4HY4sEJ+weifotxicKrfASczS8cTsv8ktFu+0T+xVm5HtqlXKibl6NofN8+MpLrBTH+SsouuwekQ3dLCUvR2sgsDPKdm8KSEff51mnq7MqB1JTbd7u4AvC8EqcHxbMn+vkIgSAy4eGh4Z04igGNviMCPzT/ZvG2P3fCX+z/P2seVA/r//3WREgxG81PilG9ElU3o6V19+Gf1xsQgIQNg3X+N5D2WiHYnVaqWkpISioiIsFmkp9vKi0Wjw8vKqVG8hi6UEvT5FsqfSdZRKDU5OoWg0jgkKmAwG8jPSMRulnSWFQoFXUDDObvcvkno/qJDjtHPnTlGRG9i+4Hfv3l3pScnIyMjIVB3F/2SQ86t0Y0uhYANF21aJjgdPmoTPM/0dOxFdNizoAVkSfWAGrbQt+iXQmyz0m7OPE1dLL+wGtork4z71HR6FOKfT0/7gWaTSNX7ap6NOQemULZWvMwHD66P2K3/RdXp6Ot99952krV+/ftStW1dsKEyDhY9AtsSiucskaPtqpeXE1xxP4eWl0rVuK8e0oUlkxfs7Xfonk83zT2M2Sqe8ufs40WVo3RtNVu81FkFgbnImH16UVpoDeNjHnWm1IohyqZq+T/ZIOp3N2m+l0yQBugytS61WwQAUFSWwd+/jlOilI2ZB4SP57MJJ/sk8AcnLS9m8nbyZ330+NXxqADZBgKzv55D51VeS5/Lq25fg995FeQeVtPuN0WikqKjI1hfKAVQ+qiRgMuWg19t/9gA0Gm+cnIJRKh0jpW/S68nPSMNsJ/VQqVLiFRiMk6sDMwv+Y9yV43TihG0XQRAE4uPjSUu7Gf61WCxs2rSJsDBxYa6MjIyMzIOFYLGSu/ICxYfFDUi1Ea4UrHwP01Vx09TIhQtwc3TD84yzMFusLAfA2IMQUEvSZLUKvPLbP6w9Xnpx0a6GP/OHtEDjYEGAzVn5DDopvifhxVZ+OFCMv7G0K+XRORLPzuVrVHudf/75h1WrVomOOzk58cILL5TujXKdSzth8WPSJxyyAaLblvv6UhjNVt5ZeZLlR8TRlpYxvswb3Bwvl7tfuAmCwLkDaWxZeMbuGJ8QN7oMqUNgVNWk1hutVr65ksH0RPtS5j39vZhSM5xgp6rp+2SPvPRiNs09SfY1aSGCJt0iafVYNVRqJSZTLidOjCIza7Pk2MCAnlzQtub9/VMhWSzxPLLBSMY2HnsjulRy8iRJQ4ZilRBBUPn6EvnjDzjXqVwa6L3iuhy4TqcTSXFXFEdElaxWEwZDGiZTXpnjrgs7OGpDyKgvIT8jHYtdZ0mFV1AwTi73L+30QeKuHKfGjRvbZB4VCskeTS4uLnz7rUSncRkZGRmZBwJzrp7M749jyRdnDbg2dSX9/edExxVOTlRbvQptdLRjJ3NhC/z8pPh4QG3bgt9Nwkn4l2l/nmXW9tJKX5G+rqx/+aFK19TciiAIzErK4ONLYkntTmkmPj6hR3urv6RWEji6Edqw8qevWCwW1q5dyz///COy1a5dm759+4oXZIIAu6bB9k/EJwysC4NXg3tguecgRXJOMU9+t5eMQnGqzhvdazGmQ/W7XrwJVoFTu66x61eJqOK/BMV40mlwHXzL2ey3shRbrEy7nMp3yfZrRp4K8uHD2DD87lGfr/JiLDGzY0kC5w+JNzwAour70WlwHVw9tVitZi4nfkVi4izJsa6uMUTU+JS3DnzNiaM7gZ2l7L7OvvzY7UdifWIBsBYXc+2DSRSslUihBQLfeAPfYUPvSx8qe1yXA9fpdBjs1efcxvUeRXcSfHB3d8fd3b3CUSXbNQowGFIkm89eR6Vyxdk5FJXKcVE7Q0kx+elpWO2kIarUarwCg9E+4JHC+8FdfQNcvnwZQRCoVq0aBw8eLKWmp9XapAyvdyeWkZGRkXlwKInPJntxvKTNtZmB9PfGUbiq9HHn+vWJ/PEHVHeQpL1rDs6z1eDcTt3Hoe88UNtPe/r1YBL/++Ok6Pj+tzsT7OW42hKj1corZ5JYmZEnso06b2D4JWMpwQe3lsF4P1Ydhbr8i6iCggLmz59PXp74GnblxPX58OtASJRIi2/5IvSYAsrK/Q5vOJnKmF+OStpWjGpN8+i7UyS0Wqz8syWZfSulJa0BIur60mFALTz9q2ahVmi28NHFFBaniAVQrjM41I/3qofiob6/6xrBKnD0ryvsXyWWtwdbCmOv0Q0JiLTVraWnr2ffYWlhBoCGDeawJ6+QV/e+Dwli4ZAXGr7AmEZjbkSXCjZs4Nr4CZLncm3enLCvZqCWaqx8H7BYLOh0OoqKiso1XqlU4ubmhkKhoKCgALDvMGk0Gjw9PXFyqnha5v0QdriOoVhHfkYaVot0lE2t0eAZGIz2Hots/Ne5K8cpKsrWyMpRoU0ZGRkZmXuHYBXIX3+Jor/FefKaMHeUqqNkfTNd5DB5PfEEIR9NRqF24O661QIb3oDDP4pt7f8HHf5XZv3NjoQMhiw4JDq+6dV21A52XBpXltHME0fPcb5EHJGbdqyEjhmlhSf8RzTAOdb7rq5x8eJFfvrpJ0nb8OHDiYiIEBvSTsL3D0mfsN9im9NZCUwWK++vPsXSg8kiW9NIb+YPaYG3a/nTkMwmC4fXJ3Jk0xW7Y6o3DaBd/5q4eVVNfVC20cz7F67xe7r9vk9jIgJ5PSYY1yrq+1QWiSeyWD9bWmgBoNuIetRoblOmKyyMZ8/fIzEYpFMMq1d7HbfAvry6fTwnNrwmsvs6+zK/+3yqe9tEVEwpKVx56SUM8dJplOHfzcajY8e7fUsOxWKxcO7cOfR6PRkZGajL8X3l7OyMm5sbKpWKgoIC9Ho9hYX2pe0dEVW6H8IO19HrdORnpCJINOAGUGu1eAUGoXGSnaXyUu5fxTVr1tCzZ080Gg1r1qwpc+xjj9nJtZaRkZGRuedYCo1k/nASs4R8s3u7UIq2f0/OrHUiW+Abr+M3XEK6ujIYimBJf7iyR2x78kdo8FSZLz91LZ9HvxW/9pcRrWgb67hd7viiEjodkhbIWPq3jhpFNzcMnev44vtMLZRO5XcsBUFg586dkn1RgoODGTRokLSc+NHFsGac+LizN4zcBn6VUwu8lldCv+/3cS1PrAz4apcavNK5RrlTr4x6M/tXXeLkDvvKc7XbhND2yVic3aqmPijNYOKtc8n8mVVgd8wb0cGMiwpE+wD0EspJ1bHx+5N2pdeb94qm+SPRqFRKjMZs/jk+nOzsHZJjgwIfpXbtj1l96S9675wEzBaNebHhi4xpPAalQolgsZD5zbdkzRaPA/B+pj9Bb7+NshIRl8qQlZXFgQMHOHTo5gaKu7s7bdtK1/CpVCrc3NxwdXVFoVBQUlJCfn5+mQIQjokq3R9hh+voiwrJy0hDUr0G0Dg54RkQhOY+fY7/dcr9rd+nTx/S0tIIDAykT58+dscpFIpKSzfKyMjIyNw9+ot5ZM0Tp7EB+PaLJu3DcaSuEjsH4bNn49HJwbvH+VdtDVeLs8S2EVshvOzu8dfySmg7Vdza4ounG/FkM8d1hf8j8RpjLovTZqoVWZhzsAQf083Vh++ztXFtJG74XhZlyYnHxcXRrVs38W622Qirx8LJZeIT1nkM+s4FTeVS2v46ncYLPx2RtP36Qhxx1ezXl92KXmdiz/LzJOy3L6bQsGM4rR6vhta5auqDrpQYmHA2mT159tO1JlUPZWREAKoHoB5HrzOx45ezXDwqnb4V08ifjoNq4+KuxWo1cunSNK4kzZUc6+ZWkwb1Z1Gs8ODlbS9z6kgb0Rg/Zz9+7P7jjehS8bFjJD0/BEFCLVkdFETEvLk416wpst1LTCYTJ06cYP/+/WRmlp3Wdh1XV1fc3Nxu1CiZzWYKCgpupODZwxFRpfsl7AA3G9LmZ9j/G9Q4O+MVEIS6EuIVMjbK/S12a3qenKonIyMj82AgCAIFW5Io3CqWFlb7OePZw5sr/ftQuEr8vR2zehXOtaQV6yrMtSMwT0I23MUXXtwF3hJpaLeQX2Ki24ydpBeULuQe37UmL3eu4ZApWq1W3tyym5814tqt7qkmJp3Uo/nXX9KEu+P/fD1UHne34KiQnHjuFfixGxRJLIDK6F9VXswWK5PXxbN4nzh9rkGYFwuHtsDP/c670Lo8AzuXJnD5uIRT/C/Ne0XTvGc0Kk3VRHESdHpePZPEsUL76VDTaoUzMMQP5QPgLFmtAkc2JnJwrVilEcDT35leoxvi96/ISFraavYeHG/3fI0a/Yi/XwdWnFvByBXSaZujG41mVKNRKBVKLEVFXH3lVQr//FNybNA77+Dz3MAqE3q4du0a+/fv5+RJ6Y2f2wkODiYuLo7Y2FiSk5MJDAzEycmJkpISsrKyEAQ74RZArVbj5eVVqagS2IQd9IYUhCoWdgDb935JYQEFmRl2x2hdXPAMCEKtub/qj//XuOvtH5PJRI8ePfj++++pUcMxP2IyMjIyMneHtdhE1qJ4jFfEu6lucSGo/dK4OnIwubeVFGmjooha8gtqKVnrynDqD1gxVHw8qi0M+O2ODVeNZivP/XiAg5dzSh1/qlk4055q6JAFXOrVZAbsOMCZsFi4zWkal2BgcOJNwQfv3tVwaxN619c9duwYq1evFh13dnZm5MiR0nLiCZtgqZ2eWCO3QVizu5rD7aTml/DM3P1cyRY7FS91jGV815oo7yCZnp9Zwvafz3ItwX59UOu+1WncOQJlFdUHHS8sZlx8EueK7adefVc3ij6B3g+M0tvFYxlsmnPKrr3Hi/Wp3sSmhlhQcILde16wKyQQG/s2kRHDyCrJ5qVt4zidLU7pDHAJ4IduP1DNuxoAeatWkfq/tyXP59amDaFfTEftc2/7ZOn1eo4ePcr+/fvvGA26TlxcHC1btsTXt7QwSWZmJsXFxXescXJEVOl+CjvYrn9nZ8nJ1RVP/0BUlXCWEhMTiYmJ4dixYzRu3LjC5ykPO3bsoGPHjuTm5uLt7X1Pr+Uo7tpx0mg0N/o5ycjIyMhULcbkQjJm/SNp8x1YB/2JP0n73wsim0fXroR+MR2lI1M1BAF2fg47PhXbmg+zRUnuoPAmCAJvrjgh6hHUItqHn0e0wqmSimZWi4U1v/7MW+4R5Hv6QlhsKftXR4p5KMuWXq7yciJgZAPUd6nsdic58SeffPJG+tDNiVlhywew9xvxCcNbwIBl4Hp36nW3s+1sOsMWHpa0ladGLDuliG2LzpBxxX7xfPsBtaj3UOhd9aqqDPvzihgbf4VrBuldfjeVktl1o+ju72AlyEqQfa2I9bNPUJgt7eC17B1Ds57RKJUKDIZMjh0bTE7u35Jjg4OfoFbNSajV7iw/t5xHFzeSHDem0RhebPQiSoUS49WrXHzuUYwXpFUNI374AfeHKtfryx6CIHD58mX279/PuXP2JehvJTo6mri4OGrWrClydKxWK6dOnWLDhg3o9Xq7NU6Oiirda2GHtLQ0PvnkE9avX8+1a9cIDAykcePGvPrqq3Tu3BlBECjOz6cw276z5uTmZnOWKiDmM2TIEPLy8kr1jouIiCA1NRV/BysldujQgcaNG/PVLc2S27RpQ2pqKl6OVm69h1Qo4fi5557jxx9/ZOrUqY6ej4yMjIzMbQiCQNGeFPLXi+WIle4aAl5sQNasaVx5Wuww+Y8Zg/+4lxy74242wsoX4fQfYluPzyBuVLlOM3Pbeab/VXoxFeDhxJbX2uPlWrn0kqtnT/P1zG/46cnREFp6cakQBH77u5hqOlv6okfHCDy7Rt314j8/P5/58+eTn58vsvXo0YM4qUbBxTnw0xOQ+o/Y1m4CdHwXKqPgZRX4ZP0Z5v8tTgGrHezBT8NbEeBhfzGZnljA1oXx5KbZXyh2HV6XGs2DqiyKsz27gNHxV8gzS9dPB2rVzKoTRTvfsqOaVYm+yMTWxWdIPCGdzli9aSAdBtbC2U2D1Wrg4sUpJCVLKE4CHu71qF//W1xdo8gozmDgpuHEZ4tbCwS6BDKv+zyqeVVDMJvJ/HIG2fN+kDynz+BBBL3+OgoH17wUFhZy6NAh9u/fj1GiZup2nJyciIuLo3nz5nh4SH9++fn5bN269Y6b9m5ubnh4eFQyqlR1wg6JiYm0bdsWb29vpk2bRoMGDTCZTGzatInRo0exa+MGu691dnfHwy+gQs7SnVCpVAQHBzv8vFJotdoqu5ajUAhlJYLaYdy4cSxevJgaNWrQrFkzkRLQl19+Wa7zTJkyhT/++IOzZ8/i4uJCmzZt+Oyzz6h1h5z75cuX895775GYmEiNGjX47LPP6NWrV7muWVBQgJeXF/n5+Xh6Vk0nchkZGZmKYC02kTJ5v6TNtXEAnj3CuDp2NCVHxEX+oV9Mx+uRRxw7oeIcWPgoZJwW2waugBpdy3Walceu8tpvx0XH97zVkXCfinenN5YU8+f337AmM4+1XZ8R2WsVWJh9uBgvE6BUEDimEdrwu19sV0hOPPkQ/NhF+oQDf4cadmzlJKNAz4AfDnAhQyyI8GL7arzVvbbddLxrCblsnn8anURTZACts4quw+oR3bDqevWsy8hjdPwVTHaWKDEuWmbWiaKZV9U0yS0PFouVQ2sv25Vg9wl2pceLDfANcUMQBFJTf+fM2bckxyoUaho3mo+vry2asixhGR/t/0hy7JjGY3ixoS26VHzoEFcGDZYcpwkPJ2LuHJyqVavAuxNjtVpJSEhg//79XLliX3b+VmrVqkVcXBzR0dF2HW9BEDh16hQbN26kuNi+A+/v70+3bt2wWCzExMTg/G//IZvzU3bz2tLvwybsYDaXnTbo5BSCRuNT5oaBRqMp94ZCr169OHHiBAkJCbi6uqDLzaUo15aqnF9QgJenJ1dTUnj3w4/YvW8fKqWS7j16MHPmTIKCbDL0kyZNYtWqVUyYMIH33nuP3Nxcevbsybx58244oitWrODDDz/kwoULuLq60qRJE1avXs20adP48MMPS81p+/btREdHl0rVu55Ot27dOt5++23OnTtH48aN+eGHH6hfvz4A2dnZvPTSS+zatYvc3FyqV6/OxIkTefbZZwFbZGvRokWlrnX58mUSExNFqXq///4777//PhcuXCAkJIRx48YxYcLNPmLR0dG88MILXLhwgeXLl+Pj48O7777LCy+INw5vRa/Xc/ny5VLPynXuxjeokKt66tQpmjZtCiAKvd7NDtTOnTsZO3YsLVq0wGw2M3HiRLp160Z8fLy0LCuwd+9enn32WaZMmcKjjz7KkiVL6NOnD0ePHr3xAcrIyMj8l9FfyCPrB+kiaZ+naqIJNnO5b1/SJ4l/6KN/+xWXRtLpOxUm6zzMagmChDDQ6H0QJCF0IMHeC1kM+OGA6Pi6cQ9RP6ziqRoJ+3az9qvP2NOiC/ub9RDZe1818U68HrUArs2D8OkTe1eNasG2GNuxYwc7d+4U2cqUE983G/6UqCnxioBhm8CrcgqBu85lMnj+QUnbomEtaV9TWgXw8oksNv94GpNBOorj5u1E16F1Cat1b+tdriMIAsvScnnlrFjk5Dr13V34uk4k9dyrpklueTl/OJ2/fpDYTPiXXmMaEvOv05mff4ydu0ZgNudJjq1R410iwoegUChI16XTb20/zuSIeykFugbyQ7cfiPGKwVJQwLUxL1G0fbvkOYM//BDvfk9XOkKYk5PDgQMHOHBA/DcshZeXF3FxcTRp0kS0UL2dgoICtm7dyvHj4g2VW4mLi6N9+/a4uNiegeuL4VsxmUx8+qlE+nAVMHHiRLTliOLl5OSwadMm3n/nHQrTUrg9GdbL0xOr1cqwMS/h5eXFrl27MJvNjB07lv79+5dqa3Dx4kVWrVrFunXryM3NpV+/fkydOpVPPvmE1NRUnn32WT7//HOeeOIJCgsL2b17N4Ig8Prrr3PmzBkKCgpYsGABAL6+vqSkSEfb3njjDb7++muCg4OZOHEivXv35ty5c2g0GvR6Pc2aNeOtt97C09OT9evXM2jQIKpXr07Lli35+uuvOXfuHPXr1WPy269CYToBqiwSs86XusaRI0fo168fkyZNon///uzdu5cxY8bg5+fHkCFDboz74osv+Oijj5g4cSIrVqxg9OjRtG/f/o6BF0dQIcdpu50/zrtl06ZNpf69cOFCAgMDOXLkCA8//LDka77++mt69OjBG2+8AcBHH33E5s2bmTlzJt9//71D5iUjIyNzP8hdfQHdvlRJW9BrTTFdS+DKgA4im8rfn5jly9CEhDh2Qpd2wGIJhS6/WBi6CdzLJ82dkFZI9692iY4vGNKCjrUDKzS1opxsVn/xCcmXL7Gm2zNcGvWxaMyEM3qeTbLtPPsPq49zzbt3AvR6PUuXLpXcUW/dujVdu3YVpwYZi+H34ZAgkWrTeCA8+hWoK54iZbUKfLbpLHN2iVM3YwPdWTKiFYGepReqgiBw7mA6WxaIU7yu4xPsSuchdQmKrppsDKsgsPBaFhPPX7M7ppWXG1/WjqC664PVoDMzqZD1s0+gyzNI2ls/UZ0mXSNRKBXoDWkcOTqAvDxphyM0pB81a76HSuVqcyATlvHxAfHzDPBS45cY2XAkChTkrVjBmfeks23c27cn9LOpqCpYcG82mzl16hT79u0jPT29XK9p2LAhcXFxhIaG3nGsIAicPn2ajRs3otPp7I7z8/OjZ8+exMbG2h3zX8JqtaLLzeHAzh0IgkBkqDhNzdXTC3c/P7Zu3Ub8mTNcvnz5RhR78eLF1KtXj0OHDtGiRYsb51y4cOGNCNOgQYPYunXrDcfJbDbTt29foqKiAGjQoMGNa7m4uGAwGMqVLvfBBx/Qtastq2DRokWEh4ezcuVK+vXrR1hYGK+//vqNsePGjePPP/9k2bJltGxUBy9jGlqMuAo6gp2N4Cz9Xfzll1/SuXNn3nvvPQBq1qxJfHw806ZNK+U49erVizFjxgDw1ltvMWPGDLZv3/7gOk7XuXDhAhcvXuThhx/GxcUFQRAqtaNxPU/8dtWUW9m3bx/jx5eW5OzevXupwrZbMRgMGAw3v9jKq+AiIyMjUxVYjRZSJu0FO10eQj9oTcGf67jQXtz3yLV1HBGzZqF0rXh6mySH58O618THaz8KT80HdfkKrtML9LT6dKvo+KdPNGBAq8i7npYgCBxet5JdP8+n0M2Dn58YRVEXcaRq5uFi4rItONfywXdSbZQV6B+UlpZmdzOuf//+1KlTR2zIugBzO4BRQkyhz3fQeMBdz+NWMgsNDPrxAGfTxOcf/lAME3vVQXVLOp5gFTi9+xo7l9ovyg+M9qTT4Nr4hbpXam7lxWwV+C45g08uSW8QAHT09eDzWhFEOD9YPWeKC4xsXRRP0ukcSXuNFkG0H1ALJxc1FouBcxc+5OpV6ZROT89G1K/3DS4utohjui6dl7Y9z9mcs6KxwW7BzOs6j2ivaIyJiVzq3hNTknRkLnLhQtziWt31e0tLS2P//v2SAidSBAYGEhcXR4MGDcTCJ3YoLCxk27ZtHDt2rMxxrVq1on379rhW8HtNo9EwceLEf4UdUrFaxc2dr6NQaP5NwXNMfZzUvbBarRTlZFOcn3fj2O0ZqG5e3rj5+pXahDlz5gwRERGlUn/r1q2Lt7c3Z86cueE4RUdHl6oPCwkJISPDprzXqFEjOnfuTIMGDejevTvdunXjqaeewqcCyomtW7e+8f++vr7UqlWLM2ds0VCLxcKnn37KsmXLuHbtGkajAYPBiKvCCNkXpE+ochJF3M+cOcPjj5ferGvbti1fffUVFosFlcomFtSwYcMbdoVCQXBw8I33fK+pkOOUnZ1Nv3792L59OwqFgvPnz1OtWjWGDx+Oj48PX3zxxV2f02q18uqrr9K2bdsyU+7S0tJu5HZeJygoiLQ06cZfU6ZMEeVwysjIyNxvylLHc2kcgG+/mlx+6ikSmojztn0GDyLof/9DUYkiaBFWqy2l7ICEs9Dudej0LpRzY6zIYOaRb3aL5K/HdKjOmz1q3/XUspKvsOLjd9Hl5ZISGM4vEtElJ4vAkr06oooFfPvXwrVJxSJZ9uTEXVxcGDFihLScuD0pdqUaXtxd7lRGe9hLcQSYP6Q5nWrf/E20Wqz8syWZfSulFdQAwmv70PG52njepXpgRdFbrMy4ks7XV+xHLnoHePNpzTACtA9WzxmL2cqB1Zc4tlnaUfELc6fHC/XxDrJFi1JSfuNswjuSY5VKFxo3+hEfH5tjIwgCv579lU8OfCI5flyTcYxoMAKF2ULG9C84c1uNyHV8hw8j8LXXUJRTKMBgMHDs2DH2799PXl5euV7TsmVLWrVqJf3820EQBM6cOcPGjRspLLSvzOjr60vPnj0r3eJGSthBpQKVqvR9cYSww52wWiw2Z6lALBwDEBMdhUKhIC03n+DqlXvftztrCoXiRr9VlUrF5s2b2bt3L3/99Rfffvst77zzDgcOHCAmJqZS172B1cK0j9/j66+/46sPJ9Cgdg3cXJ159YPpGG+vNXNyh+BGoFSiN+sxKe1Hm8uirPd8r6mQ4/Taa6+h0WhISkoqtevWv39/xo8fXyHHaezYsZw6dYo9e/ZUZEp2efvtt0tFqAoKCqQLd2VkZGSqgPzNVySb1QL4DaqLNsqZc82bkzFJbA/+8EN8+vdz7ISMOvh1gC0t73aemAuN7PQXksBksTJs4SF2ny+tJPZIwxC+fabJHXsF3YrFbGLnT/M5tmktAKdrNGbDMxNE4xrkWfj2SDE+gW74v9oSlefdRynMZjNr166VrK+oU6cOffv2Fe8kW8yw8Q1bdO52qnWE/j/dsXdVWVitAl9uPsfM7eLd2ig/V359IY4QL5vjYzZZOLw+0a4oAUC1JgE8/ExN3LwqJ89cXnRmC1Mup/LDVftNcvsH+zIpNhQfjeOVwSpLwv5UtiwU1xYBoIDeLzUisp7NicjNO8SOncOxWKRTzmrVnExY2IAbGTlpujRe2voSCbkJorEhbiHM6zaPKM8odHv3klCnnuQ5tdWrE/HdbLSRZUduBUEgKSmJ/fv334gO3ImIiAji4uKoXbv2jR3+8lJUVMS2bds4evRomeNatmxJhw4dKhxVuo7BkIHRmENRkQmj0f73i7NzKBqN7z1VgrRaLBRmZ1FSaD+zyd3HFzcfH4IVSrp3787s2bN55ZVXRPWReXl51KlTh+TkZJKTk2+sW+Pj48nLy5NuoG0HhUJB27Ztadu2Le+//z5RUVGsXLmS8ePHo9VqsVik6xxvZ//+/URGRoIgkJtymXMJCdQJcoa0E/y9Zw+Pd2/Pc0/aBImsVivnLiVRt05tCKwHai0adx+KrFZO31Kzd7WodBuKOnXq8PffpaX4//77b2rWrHnXz+K9okLfVn/99Rd//vkn4eGlQ2w1atQot7LKrbz00kusW7eOXbt2ic55O8HBwaJ82/T0dLv5mU5OTpXW8ZeRkZGpDILZSupnh7AWSquWhbzTCnPWNS71fEja/skneD/Z17GTKkiBeZ2gUCJlatifECkhpW0HQRB4f/Vpftpf+vu/fpgnK0a1wVlT/h+8pFPHWf6RbcdeQMGOuB4cbiy+L32TjbwVb8D3kWq4f3T3jWqhbDnxnj170qqVRMpTYZpNWTD7vNjW+QN46LVyR+akyNEZeX7+QU5eE89pcOso3n+0LmqVEqPezO7fznFi+1WJs9io3TqYtk/VwNmtaqI4eSYzH15MYWmqdCobwPAwfyZWC8Gtkv257gXpiQWsn3WckkJpRba2T8XSqFOErW5Jn8LhI0+Tny/tIISFDaBG7ERUKptzKwgCS88u5dMD0qIFLzd5meENhmPNyydl/JucsbOJfKfvAp1Ox+HDh9m/fz8lJfZT1K6j0WiIi4ujRYsWFVIaFgSBs2fPsnHjxjJLIby9venVqxc1atSotPOSlbWNswnvYTCkoVSG4u31AVB6k0KlcsPZOeTG/b9XWCxmCrOy0BfZj6i5+/rh5i1W45s1axZt27alZcuWTJ48mYYNG2I2m9m8eTPfffcd8fHxNGjQgIEDB/LVV19hNpsZM2YM7du3p3lzceq2FAcOHGDr1q1069aNwMBADhw4QGZm5o2gR3R0NH/++ScJCQn4+fmV2U9p8gfv4ifkEBTgxzufzcLf14s+PToCUCMmkhXrt7L3n3P4hMXy5czvSc/Oo5ZaS6IuBZ1Jh3ewNwcOHOBa0jVc3Vzx8hFfa8KECbRo0YKPPvqI/v37s2/fPmbOnMns2bPL9X6rggo5TjqdTnKXICcn566cFEEQGDduHCtXrmTHjh3lChu2bt2arVu38uqrr944tnnz5lK5lzIyMjIPAqZ0HekzpBdWTrHe+A+vj27XLs61kFbBi172Gy635HI7hJRjtjoc0YS8YNQu8Im+q9PN23WJTzaU3sn2dFaz442O+LqVL/qj1xWxafYMLh62paMZ1RpW9xhEYrhYNvl/8Xr65SkIeKEBmsEV260uS058xIgR0ht4l3fBot7SJxyyHqKlnd7ycuBSNv3nSkvPzxnUjO71gtHrTOz8+Sxn90mnpgM07BhOq8eroa1AXVdFyDSaeOf8NdZk5Nkd80pUEK9FBeGscmBqqYPQ5RvYPD+eawm5kvbabUJo168GWmc1FksJZ8+9S0rKr5JjvbyaU7/eDJydb4ojpOnSGLN1DOdzxY52qFsoc7vNJdIjktwlS0joJx1d8ujalZBPP0F1W58jq9XK+fPn2b9/v0hZzh6xsbHExcVRvXr1CjswOp2Obdu2cUSiDcKtNG/enI4dO9pVSS4vZnMRiYmzuJI0t8xxWm0ATk4BKBT31im3mM0UZmWi14ml/6/j4eePq5d3mfe4WrVqHD16lE8++YQJEyaQmppKQEAAzZo147vvvkOhULB69WrGjRvHww8/jFKppEePHnz77bflnqunpye7du3iq6++oqCggKioKL744gt69uwJwMiRI9mxYwfNmzenqKjohhw5YNskSjlmU1UFpv5vLK98MJ3zl5NoXK8Waxd+hdbZFTxDeXfK11zKGE73/iNwcXWh73N96dCjA0WFRehMtkjskLFDeOeld3j8ocfRl+g5e/4sMV6l1/1NmzZl2bJlvP/++3z00UeEhIQwefLkUsIQ95sK9XHq1asXzZo146OPPsLDw4MTJ04QFRXFM888g9VqZcWKFeU6z5gxY1iyZAmrV68upYTh5eV1Q2py8ODBhIWFMWXKFMAmR96+fXumTp3KI488wq+//sqnn35abjlyuY+TjIzMvabo72vkrRUrngH4PF0Tt2ZBZH0/h8xbOqjfSo3du1AHlE+xrtzEr4Flg8THw1vCc7+D8919H244mcqYX8RO4Y7XOxDtX76FUvyubWycdbPvX767Nz8/9RLFEtLF3x8spkPDELy6R991o1ooW048JCSE5557TrzAEwTYNR22SyicBdSB59eAe8Vqqa7P6eut5/lqi3hRHebtwrJRrfFWKNn16zkuHcu0e55mPaNo3isa9V1E9irDNb2RNxOusjXHfoRhYrUQRkcEoqnAZ3WvMZss7Ft5kRPbpKN1gVEedB9ZH09/m+jV1Ws/c+7cJMmxKpU7jRv9iLf3zQiAIAgsObuEqQenSr7mlaavMLz+cIwXL5I08gXMqRJRX42GqIULcG3W7MahvLw8Dh48yL59+yjP0s3d3Z24uDiaNm1aqZQ4QRA4d+4cGzZskIzOXsfLy4uePXtSq1atSkeVCgtPk3Bukt2IHoCzczjVYiaTlxco2ZvHkVjMJgoyMzEU21cA9PQPwMXTq8oaQzsUwQq6LFsmAqWfrR17D9Px6RfIjd+Jt5cHuAfZvveUts0Zg9lAWnEaRUb7jiTYRE58nH1QKu7PBsp97eP0+eef07lzZw4fPozRaOTNN9/k9OnT5OTkiHITy+K7774DoEOHDqWOL1iw4IZ3mZSUVEplpE2bNixZsoR3332XiRMnUqNGDVatWiX3cJKRkbmvCFaBjG+PYUqV/mENfrMFKh8nkkeMJEnie1Lp5UXN3btQlKMHSPknJcCeL2HrZLGtySCbLLbq7n4GDifm8NT3+0TH/xjThqaRd1ZqKsjKYNW0j8lMvOlYpgRH80ufEaKx7iaBn/fraDq0EdqOFasXqpCcuL7AVveVuFt8wpYvQo8poKy4k5JXbGTowkMcS8oT2Z5tGcnrbauxZ+k5Vv1PfJ9vzP2J6jTuEoGyiqI4l4sNvHY2if359heOH9cIY2iYP6oHcOEoCAJn9qay/Sexah2ASq3k0ZcaEl7bpuqbk7uP7TuGYbVKp9fWqT2FkJDSvZHSdGmM3jKaC3niurQw9zDmdp1LuHMwGVOncvZp6RoVv9GjCHjpJazA6dOn2T93rt2+OrdTv3594uLi7ljyUB50Oh07duzg0KFDZY5r1qwZHTt2xN29cqqMVquZaylL7Tqo1wkO6kNs7Js4OdkEUfR6PXl55Yu23S1mk4mCzAyMJfab8HoGBOLi4fnfc5YEAQwFNkfJrC97rPbfzzakIXh7IwgCOfoc0nT2I98Abho3gt2CcVY/WK0EKkuFIk5gyw2fOXMmx48fp6ioiKZNmzJ27FhCHN1HxMHIEScZGRlHYs7Vk/aZ9OJCE+xG4MtNEExGEpo1B7NZNMajWzfCv/nasZOymGDVGDi5TGzr9gm0eemuT3kps4hOX4ijNdfTyMpCsFo5sGo5f/9WOj3uQr0OrGzXRTS+aY6ZOVZ3wvvURKGpmGNQITnxtJPwvZ2Uu6cXQb0+FZrLdY5cyeHJ76Sdoc971kWxL5uMRPtRnPbP1qReu7AKRdwqwpmiEl4+k8TJIvu1MjNqR/BM8L0tuq8MqRfzWT/rOIZi8d8ewMPP1KR++zAUCgUlJcmcPDWOwkLp5tPh4c8TW/0tVKqbJQl3ii692vRVhtUfhm7XLpJfHCU5xql2bVw+nMShK1fuKKpwHT8/P+Li4mjUqFG5Gq6Wh3PnzrFx40Zyc6XTFgE8PDzo1asXtWvXrvRnrtencuHCVNIz1pUxSkmtWh8SFtpfMgWvrChCRTCbjBRkZGDU23/mvQKDcHb3eGCfebuY9FCYAnr7UUMA1C7gGXojC2HHjh107NiRE1dOoHQt+/s40DUQPxe/O0aVjGYrucVGPF00uFRRpNxREacKO07/VWTHSUZGxhHojmWQ+5tYFQvA69FqeDwUhiktjQsdOkqOCfzfW/g5Om+7JNdWh5MmsfB79jeo1eOuT5lVZKDdZ9spMZVWXvqgd12Gti27LjUj8RLLP3qnVOG0gIJ/Oo1gS80o8RSvGPk4rjputcsveXw7R48eZc2aNaLjLi4ujBw5UrpP4NHFsGac+LizF4zcDn7VKzwfQRCYveMi0/4UPyv+rlqGmF1RZEg3UQXoMrQuNVsGVdki7WiBjpfik7hUIj0ntQJm142md8CDm5JUlKvnrx9Pk3pBeoFYt10oDz1dA41WhcVSTMK5yaSmLpcc6+PTmnp1v7gR4bhOalEqY7aOkYwuhbuHM7frXEJMrlwbP4HiA9JS8ie7diG+nPLezZo1o1WrVgQGVjw19HaKi4vZsWMHBw8eLHNckyZN6NSpU6leQRXlVmEHe3h7t6Rmjffx8JDY3LgNRzhOZqOR/Ix0TAb7kRevoGCc3dwf2GdeEqsZitKh6A79jRRKm6Pk6mf7f2zfW3mGPFJ1qWWmhbpqXAl2C8ZFbV+EQxAEigxmMgsNFBnEGxj1w7xQVsF9va+perGxsTz33HMMHDiw0rr7MjIyMv8VBEEga/4pDOfzJO1BrzVFE+RG8eHDnKktjqQARC5cgFtc+RXrykX2RZgdBxaJtKJRf0Pw3acylxgt9Jn1NwnppdWihrWN4b1H69hdQJiNRrYvnMuJrZtKHVe5BLDh0Rc54Sde3EzOVDCidz2UHSsmaGA2m1mzZg0nTpwQ2ezKiZuNsOYlOPGb+IR1ekPfeaCpuCJXfomJkYsOczBRrDDXWNDQKV+FKk8BlHZQNE4qug6rS0wjB9e4lcHfuYWMib9CulE6KuOlVjGrbhRd/B7czUaz0cLfKy5wapd0X5jgal50G1EPD19nBMFKcvJCzl+Q7p+k0fjSqOE8vLwalzouCAK/nPmFzw59Jvm615q9xpC6Q8hdtJiMlt2Q0F3kSmQkh1s0x1xG09iwsDDi4uKoW7euwyWYL1y4wIYNG8jJsa986O7uTs+ePalbt26lHYXyCjtER40mKmo0anXlhCTKi8lgID8zHbNBeoNAoVDccJb+MwgCFGfb0u+EO0iMuwXYapVUN59Do8VIenE6BQb7UW+AANcA/F387UaVLFYrOToTWUUGTJayeyt5u2iqxGlyJBX6lRo7dixLlixh8uTJNGvWjOeee47+/fvblQSXkZGR+S9jKTSS+on0rrHSQ0PIWy1RqJXkLFlC+uSPJMdV37IFbXiYYyd2eTcselR83Ccahv0FHkFi2x2wWAVG/3yEv+JLt33oUieQ759rhtpOTU3iP0f4fcoHouOeIW2Z+kgPdGrxj+Nvrn60b1Xxvnr5+fn8+OOPkjLIduXE85Lgx27SMuw9p0ErccPhu+FYUi5PzN4raXtUp6GOSfyz6+alpcuweoTXunONmKP4KyufMfFXKLKzsAl10jCzThRtfB7chaMgCJzedY2dS89J2jXOKh4d24jQGt4AZOfsYeu2oYD0e65b53OCg/uKnIWUohRGbxnNpXyx4EuERwRzuswhILWYpGHDScieJhpjUqvZ0bEDORLRJaVSSVxcHC1btsTb27vM91sRSkpK2LlzJ/v3Sys2Xqdx48Z06tTJIZk45RV2qFXrQ/z9OlT6euXFZNCTn5GO2Shdt6ZQKvEODMapkiqAVYqhyOYomezXHgK2nnIeoaC9KRIiCAL5eltUySrYd3Cc1c6EuIXgqpEWGNGbLGQWGsgtlr6vt+PtqiXAXYuL9sHr31YeKpWqd+7cOX755ReWLl3K5cuX6dixI8899xyDBw925BwdipyqJyMjU15KzmSTvShe0ubRKQKvbtEAXHvzTQrWrJUcV+vYUZQuDu4lYi+1rGYPeHphhSIlgiDw6YYzzNtdutA6NtCdNS+1xVXiR66kqJAN30wj8XjpBZKT0gWPeoN4q624OaefSWBjkxpEBlR8QX7hwgV+/vlnSZtdOfFzf8ISO82DR26DsGbStnIgCALzdl/i0w1i4QEXKwwscsLHWtrh9Al2pfOQugRFV83vkCAIrM7IY1S8/V6LNVyd+KZOFE08K9eU9F5z7Vwu6749jtkkvdjrMLAWdR+y9fYqLk7k5KmxFBVJi0JERo6gerUJKJWl64QEQeCn+J+YdljsCAFMaDaB56r148L//ofw12bJMScb1Ce+bt1Sfb2qVatGXFwcsbGxYlESB3Hx4kU2bNhAdna23TFubm707NmTevXqVTqqVFFhB0dwp1Q9o76E/Ix0LCbp3lxKlQqvwGCcKtmIt8owG22bPiX2I4YAqLTgGWZLN77l8zVZTKQXp5NvKLvOyd/FH38Xf1S3ieAIgkB+iYnMQoMofVsKtVKJv4cWXzct6nv0vJeXB67Gaf/+/YwePZoTJ06Uuwvx/UB2nGRkZO5Ezm8JFB+TzgsPGNMIp0hPBLOZC506Y84Qj3Nt2ZLIRQsdmw9vtcLm92DfTLGt7SvQ5cMKN15dvC+R91efLnVMq1Ky538dCfQQL0ZObvuLv+Z8Izoe7lqTlOb9+Kyu+DXt0LCwXS3c1BXbZRQEge3bt7Nr1y6RLTQ0lOeee04suWy1wtZJ8LeE+EZYcxi4HFwlap7KSaHexKifj/D3BfECtY5RRY9iDWpufiaB0Z50Glwbv9CqieIIgsAvqTm8npBsd0wjDxe+rhNJbbd72yi0shRklfDnD6ftimc06BBOmyero9aoMJsLSUiYRFr6Ksmxvr7tqFt3Ok5af5EtpSiFUVtGcTlfrNQW4RbBYPfB6FZup81O8XMIkO3ry98PtaXE1RVXV1fi4uJo1qxZpXsZlUVJSQm7du1i3z77KowAjRo1onPnzg5Z+5RX2KF2rcmEhva7Z72VpBbDxpIS8jPSsEiI8QCo1Gq8AoPROnpD615gtYAuUzpCfjseIbYUvFucHUEQKDAWkKpLxWK1vzZ3UjsR4haCm6b0c2qyWMkuMpJZZCifBL6TGn8PJzyc1A9cPdh9rXG6lYMHD7JkyRJ+++03CgoKePrppyt7ShkZGZkqx6o3kzLJzsJDAaGT2qB0UmHOyeFMbemiZb/Rowh85RXHTkxfAEufhSt7xLbHZ0OTgRU+9eb4dEYuPiw6vmX8w8QGli4Ez89I44+pH5JzrfQiXK3Q0DzoUX5u1oBpEWJ1r9F+PrzfILLCP6IlJSUsXbqUpKQkka1NmzZ06dJFvHNfnAM/PwkpEqlCD42HTu9BJXY/T17Np/dMic8D6KnTUP+WdLzw2j50GFgbr4CqWaRZBIEfrmbywQX7EtZtvd35onYE0S7lb1h/PzAZLOxedo4zf0svGsNqetNlaD3cfZwQBCtJSfO4cPFzybFO2iAaNpyDp2cDkU0QBBbHL2b64emSr22Q3YAG6eE8tGcv/tkfSo75u20bPLp1Iy4ujjcjK/68l5dLly6xceNGMjPt9/dycXGhV69e1K9fv9LzEQSBrOxtJCS87zBhB0diLCmhIC0Fq52Ne5VGg1dgEFrnB9xZEgSb6l3BNema1Vtx8QWPYFCX/js2WU1kFGeQp88r8+V+Ln4EuATciCoJgoDuXxGHAr10hO52/N2d8HfXolXfnWMsCAKFFisuSgWa+xyJulsq5DjdnqLXqVMnPvvsM/r27VtpLX8ZGRmZqsRwKY/MudLyw25xIfj0iQVAHx/P5b5PSo4Ln/ktHl2kxSAqTPZF+LaptG3IBohuW+FTH0/O4/FZ4l5Sv70QR6tqN+swrFYL+1YsZf/vv4rGBjhH0CJiAGObuzLFS/yj+W2tSJ4OrXg0JzU1lTlz5kjannnmGWrXri02XD0MP3SWPuHAFVCja4XnAzB/z2UmrxOnbjoJ8FyhE77/puPFNPKn/bO1cPOuGsfEZBX4Nimdzy/bX9B28/Pks1rhhDg5sE/YPUAQBE5su8qe5VLSCuDspuGRsQ0JruYFQFbWdg5sE/cAu069ujMIDn5M0nat6BqjNo8isSBRZHM3uvNQWluanUym0YljwDHRGONDbak5fTou3t7cazdBr9eza9cu9u6Vrp+7ToMGDejSpQteXl6Vvmb5hR3GEB09GpWqatPdLh07xLbFP9DgiQG4qxRobhPSUGu1eAUGoXF6wPsImYptdUqGwrLHadxs6ndOpdfZgiBQaCwkTZeGyWrf4dGqtIS4heD+b18mq1Ugt9hIZpEOo7lsEQcAJ7WKAA8t3i5alHfZEsEqCOSaLGQYTRitNyNXSgXUd3d54KJTZVEhx6l27dq0aNGCsWPH8swzzxAU5Lh8VRkZGZmqIG/dJYr2SCtw+Q+vj3MNW6F+/tp1pLzxhuS4auvW4hQb69iJnd8Cv0g4aGoXGLMXfKtV+NRJ2cU8PG276Pg3zzbhsUahN/6dduEcyyZPFMnzKlASF94bq1cdnmnrhlnix3ND0xo09ap4WpI9OXFXV1dGjBghLSe+/zvY9D/xcc9wGLYJvCsuQKEzmBn10xF2X8gS2WoZVfQs1qBBQe24YNo+VQNnd/tqaY6kxGJlemIas5LsSw33DfJhcmwY/v+BIuzkMzms/fY4glU6Hajz83WoFReMQqFAp7vE/gP90emknauoqNFUi3kFpVL8WQiCwIKTC5hxbIbkaxtkN6Bloh8dt+9Ea1ovsqu8vIiY/yMu9erdxburGImJiWzYsIEMiXTg6zg7O9OzZ08aNGjgkJqpgsJTnDv34QMn7HCd8wf2su7rz7FabGl4rr6l0y3VTk54BQShcXqAo6kWk00mXGc/WgiAUg0eoSjc/Vm5ciV9+vS5YTJbzWQUZ5Crt99zC8DX2ZcA1wDUSjXzfpzP6+PHs/t0Yrmm6eWiIcDdCVenu//+sAoC2SYz6QYzljJS/JyVyv+U0wQVdJwSEhJkGXIZGZn/HILJQsrk/Qh2ispD349D6WpbbKV9+im5i3+SHFfz4AFUjq6R3PMVbBGr0gEw4VyFFPKuk6sz0vGLHeQVl96NfKtHbUZ3sPUoMhkNbP1hNqd3bhW93ksTQLeooRzwVtO3uXhXOdRJw/pmNSoczShLTrxu3bo88cQTYjlxYzH8PgISxItbGg2A3l+DuuLRlX8u5vDEvH1I/eT3KNbQwKimQYdw4vpUQ+tcNY5JkdnCx5dSWXhN7MRdZ1CoH+9VD8XzLlNn7gf5mcVsmnuKrOQiSXujLhG0frw6Ko0Sk6mAU6dfJiNjg+RYf79O1KkzFa1WrFyXkpLChr838GP+jxRpxNdyN7rT4VocD+8/Q3SiOLIEEPj6BHyHD7+nizyDwcDu3bvZs0c6DfQ69evXp0uXLg5R4Su3sENwH2KrO1bYoTwIgkDC3l2s/0ZapANsaXg+waG4P6h164L1Fpnwm789Q179gEXLbaJCarUaX29PGtavx7MDBzFk2PAbjnBqaio+Pj43okrGMlL4NCqNLaqkcadAbyar0EB8nu2Zb/RwT1btbCf5OpVCgb+HE35uWrvKqWVhEQSyjGbSjSbuVAqlVECQVoOfVo3qP+Y0QQUdxqGdlAABAABJREFUpxo1apCXl8eKFSu4ePEib7zxBr6+vhw9epSgoCDCwhwsuSsjIyNTCYzXisj4VnpB5NLAH98BtVEoFAhWK5ce74MhQdysVBtbnWqrV6NwcF8Vfh0IZyUKrJ284I0LlVr8600W+s/dz/HkvFLHB7SK5JM+trqHi0cOsOpzaQn11jWeINJck5+jNLSsLU536ebnyZx60bhU4IcWIC8vj/nz50vKiffq1YuWLVuKX5R1AeZ2AKNEWksla750+QY+mnuEX7PFu7hqAQYVOtG9WwzNH4lGXUXd7nNMZj64cI3lafZ3ll+MCODNmGDcHP1s3gOMejO7lp4j4YB0WmFEXV86P18HNy8nBMFC4pXvuHTpS8mxzs7hNGzwfal6Gr1ez9GjR9m/fz/5Bfmc8zrHKd9TNuNtvnfD7IZ0POVE2737gNJ9xwBcmjUjbMaXaBzYdPZ2rly5wsaNG0lLs59m6eTkRM+ePWnYsKFDokoPirCDPQRBIH7XNjbNlo4KAoTVrkf30a/g4u3L5cuXUWsfsBRUfYHNUTKXlDmsR+eHWbBgERalhvT0dDZt2sQrr41nxR8rWblqJbmmXLLV2WQX2ldI9HH2wc85gLxiC1mFBi7rLIBYNc/ZxQXnfwUxXLVqAjyc8HSumIiDySqQZTSRYaf3261olAoCtWp8Ner/XM8mKSrkOJ04cYLOnTvj7e1NYmLijW7sf/zxB0lJSSxevNjR85SRkZG5awq2J1Hwp7T8su/AOrg2sKV5WIqKONe8heQ4nwHPEvz++46dmNkI02JBShK21iPw7JJKnd5qFXht2T+s/qe0QMBDsf4sGNoCk66Q5R+9Q/JpcYTHVe3JI7VHYy2Gj2o7sz5MnO70WlQQb8YEV3j3/fz58/zyyy+SNrty4qf+gBVDxccVKhi1G4IqljpVkFXCnz/F8/3VDC5qxJHIGkYlk7vUpmX3KFQVdBDvlnSDiYnnr7I+075k8PjoIF6JCsLpP1BYLVgFjm1JYt8fFyXtrp5aHhnbkMAoW8QgM3Mz+7eNsnu++vVnEhTYE0EQuHz5MmvXLuHcuZu9nHRqHbuDd6PzE/e28RV8+TRiPCGzf8JwWjodLXz2LDw6dbqbt1huDAYDe/bsYffu3WWOq1evHl26dMHHp/K9vcov7NCKmjXfx8Ndon7wHiMIAie3/snmeRKqof8S1bAJXUe+hFfgzaiXXq8XjRMEAau1bIfF4Zj1UJCG0qgv+3tR7fxvnZInuPriZFQSHBEN2Bof16xfk4h6EQzuM5ips6by1KCnqB9Qn68XfU3nXp2Z9fksvpv2nei0k7+YRfPWD9GrTSORrXlcW1Zu+IuNf/zKGxPGk5eXB8CkSZNYtWoVEyZM4L333iM3N5eePXsyb948PDxs4kBWq5XPPvuMOXPnkpaWRlRsLCPf+B9d+zwBQEFuLlPeGM/+bdso1hURGBrGqNffYPSI4bhaLUyYMIHff/+d3NxcgoKCGDVqFG+//Xbl7vV9pkKO02uvvcbQoUP5/PPPb9xcsO0QDhgwwGGTk5GRkblbBIuVtOmHseRKd4QPmdgSlact/91w6TKXevWSHjdlCt5P9HHs5IoyYLqdNOcuk+Ch1yp9iS/+SuDbbRdKHQv3cWHDyw9xaddmvhkgXSjftmk/wnNjyNPAwEaunPcQ7zLPqRfF44EVW8gJgsC2bdskF4x25cQtZtj4Jhz+UXzCah2h/0+2xo53SU6qjm2Lz3DqSh4/eRiwKBBFI8bWC+f1gQ1R3GURdEVJ1ht5/WwyO3PtF4i/Vz2UF8MDUFfRnCrLlVPZrJt53K6967C61GwZDEBR0Tn27utDSYn0RkdM9Dj8/Z/nyJF/+PGHfRiNpRtSCwilo0u38WazN+ixo4CsmbOA/3H7t4N3v34EvTMR5T2ojUlKSmLjxo2kptqXlNZoNPTs2ZPGjRs7JKr0oAs7AAhWK8f+XM/2hdIiMADVmragy4ixePiJpePtYbWWsGOnWD2xKuhQ82dUiluj8wqbo+TqL6nkKQgC6bp0skpupt82bduUWvVqsXX9Vp4a9BQAWqUraksYg4dP5Klnbiq3rl+5nNlfTKFuw8YEh4ax9chZNColvu5a9Pk5dO/WlZ5dOxHu44pGYuPn4sWLrFq1inXr1pGbm0u/fv2YOnUq70/+iHSjic8/ncKGZb/y1hdfEVk9liN79/DOC8Px8fen+UPtmPXJRyQmJPDHurVEBQVx8eJFSkpK8NGomT79K9asWcOyZcuIjIwkOTmZ5GT7rRH+K1TIcTp8+DBz54r/GMPCwsoMN8vIyMjcK0yZxaR/cUTSpo3xJGDkzUVw4fbtXB09RnJs9PJluDRw8I9uyjFbepkUDlB7A1h2KJk3fxdHkP4cXpfd337CvCHidCdXZy96Nx4H6SYuGpU07y4t6rC5eU0aeFRsYVVSUsKSJUskfzDtyokXpsPCRyBbovi/8/s2SfG7jHZlXClgy8Iz5KbqOKE186erCW4riVApYO24h6gbWnlFsvJwoVjPq2eSOFxQbHfM1JrhDA71+8+kuOSm6dg45xS5qeJoD0DT7lG0fCwGlUqJyZTHiZOjycz8S3Kss3MbLpxvzeXLGezelQeI+3EVqYvYE7wHnUZ8vepe1fkm6CWKR7+BoJ/C7ZVh6oAAIn74AedaNe/yXZaN0Whkz549kj3HbqVOnTp07dpVWvCkAhQUnuJcwiTyC6TTkgGcnSOoXetD/PzaO+Sad4vVauHI+tXs+nm+3TE1WrWh87DRuHlXPtp2X3D1t8mEq6SFYopNxaTqUsnT51FkKirlNF2nWo1qJJy+gEVvK33R610wmMDVzR1XN5sq3omjh5g17ROmz5xD93YtcdOqUET5/TteT4eB/WndujWTJk2yO1Wr1crChQtRu7qRbjTRvd8zrP1rM/3eegejwcCPX05jzup1NGrZCoDwmBhOHdjPpp8WMqxnN4rTUohr1pQOcf+PvfMMjKLqwvCzm03vvZEOBAKEDqH3EoqiqNhoUlSKiIiKDSyIgiJNlKKAiiIoICK9S0noNdQUEiAJ6T3ZMvP9CAHC3l2SEKV8+/yCOXdmbjabmXvuOec9EQAEBQXdvHZiYiK1atWibdu2KBQKAgICKv9ZPoBUyXGytLQU5qRfuHABd3f3e56UCRMmTFSU/KhkstdeEtqc+9fCtrnXzf+nzZ9P+py5wrG19v6Dyq3iu5oV4uRKWD1CbBtzBNzuXZFv94U0Bv9wUO/41FqZpGz5jfXv65/TqctQPOJK6zb2SBJv9NCP2gRbW/Jnk5q4W1RNJc6YnPhzzz1HaGioviF+DyzrK77gkL8hsG2l5nDtYhZbf4ghP6sEDTIbbNRccNJPx+tSx4O5zzfG5j9QnzudV8iYs4mcK9BPMSpjXl1/+ns6PzRqUyVFWnYvP8fFw2L1t8AGrnQeVBdrewskSUtCwhziE8R/h0VF9sSc6UhhodONI/rXlJG57HGZI7bijZJ3G4yn3U+nydu4kQLG6tk9352E88CB1fr5JiUlsXHjRq5dM9w/S6VSERkZSePGjaslqlQ5YYe3sbT892q1jKHTajn812r2rjBcxlGnTQc6DRmJjcO9b1ooldZ07CBuMVEp1AWQlwJqsXjJTSzsSh0lC1uUSmu9TR2dpCOjOIO0QuMqerLOGknrCLIZOq1VaRryHSgUCtztLCjITOXNkQOZOPFNxgwfpDfupZdeIi8vj61btwq/awVaHVkaLV7+AcTJZnDjeeTm5UXmjd5giXGxFBcW8mq/vtz+E6nVaho3boxCoeDVV1+lf//+HD16lO7du9OvXz9at24NwJAhQ+jWrRuhoaH07NmTPn360L17d6OfwcNAld4Sjz32GB9//DErV64ESn+RiYmJvP322/TvL+5zYsKECRPVhSzJpH17AnWSOK3J681mqNxKi2BlWSbxpZcoPBClN87M2Zlau3ehqO7C4k3vQtQ3Yts7iWB174uDM9dy6D1HX33ridS/qVGYSEp8+eNuvoH0qDcM7cV85DhYGmTBvNr6aUl93B35JiygyrUzR44c4a+//tI7bmtry/Dhw/VrNmQZ/vkSdnyqfzH3OjBoXaUUBRNOpbP1+zOoi0sbYWYoJX5yLEEjWCNP6RvGkDZB+oZq5lBOAaNiLpNULFbDslIqmB8WQC93p399LtWFJMkc3XSZ6HVxQrudiyW9Xg3H3a/UKU+9vpH9h8YYvN6ZMx3JzDAsGx8eHo5/uD/vn3ifq/n6bQRqOtVkVskTFH44DZjBnU8Gm1YR+H71Fapqiu6o1Wr279/Prl27jI6rU6cO3bp1w9VVX+2vKhQXX+Pipc+5fl2gJnkDhcKM0Nof4+Pz9H8u7FCGVqMhes1vwh5wZdTr0JWOg4ZjVc39PxUKRdVSD3XqUkep8A4hBuUdwjhK89L0O2tng5HvQk0hKYUpFGmM11rJkvnNqNLtxF86j6+fP9Y3RGgCXG0Ir+EEQEFBAT2f6EerVq34+OOP9c799NNP2bx5MwcPHsTe3h5ZlsnXSaSWaNABJ25EuEskGZV5eTdAoVCALFHb1opiSp+hG/7+W0/0zfJGSmtkZCSXL19mw4YNbN26lS5dujB69Gi+/PJLmjRpQnx8PBs3bmTbtm0888wzdO3ald9//93oZ/KgUyXH6auvvuKpp57Cw8ODoqIiOnToQHJyMq1atWLq1KnVPUcTJkyYAECbXULK5/rRFQCVuzWerzdFYVb6IpOKiznfuAkibVT7yJ7U+NqwYlOVkCRY1AmSj+vbPMLglX3CHPfKci27iNaf79A73jVtB3Xz9dUAI58eh8Ph0hd/0aV8Pgy3Yqu3fhTp7SAvXg/wrNIuvFar5c8//+TUKf1d3nr16tGvXz99OfGSvFJFwfjd+hdsMRJ6fg7Kuy/6ZFnm4uFUtn5fvjHtaQstG23EzSDXj21Lfd9/Nx1vd2Yer8YkkKnRCe0u5mZ8GxZIB5fK12jdT+JPpLHhW8O7+T1G1Kdm09LIRl7eWfbtG0lxiTgKkxDfiKSkekD5vwsPDw8iIiJo0KABKpWK709/z+Sjk0G/ZzMfBr5C06+2UHLhHIVM07P7LVyAXfv2Ff8BjXDlyhU2bdrElStXDI5RKpX06tWLxo0bY1YNKocPg7BDGVq1mv2//8KhPw0vjMO79qT9Cy9heWc94/1AkqAwrVT97m7Ye4Gth8FnkiRLZBRlcL3QcM8tAFlndSOqpELW2YBc/hnlbGPB6cP7uHguhklvvUktz9LnQ9lzWZZlXnzxRSRJ4qefftJ7Xv/xxx98/PHHrPprPTov35tOEkCJJG7D4WJuhoelOZZKJTutLFApFFibKQkLC8PS0pLExEQ6dDCc2unu7s7gwYMZPHgw7dq1Y+LEiXz55ZcAODg4MGDAAAYMGMBTTz1Fz549yczMrLb01PtBlRwnR0dHtm7dyt69ezl58iT5+fk0bdqULl0MdGw3YcKEiXug8EQamb+eE9ocI4Ow73BLhU1z7RqXOoufRZ7vTsJlkH5awz1Rkg/TDLRgaDYM+oillCtLbrGGHl/vITmnfIpXi6xDtMw+XO5YUHhT2td5luJD6XAYMi0UjGhuzWU7/Zf+kvqBRFYx0pGdnc33339PXp5+5K937940by5QKkw5Dd+1BVGHpKeXQb1+d72vLMmc2XuN3b+UdxS1yGy00XDOQt9ZaVfLjW9fbIpdFZo5VpSNadm8GnOZYgNNXP2tLPgmLIDm99Ag+H6QcS2fjd+eIidNvHverHcgzXsFojRTkp+fwq5dT6GTxHU2adcDuHgxAp3uVpS3efPmtGzZErfbUmUTcxPpu66vMLoU6lCTGReaULzkF2CentCD84sv4vnWxHuOJGs0Gvbv38/OnfpNo2+ndu3adO/evdz87wWtNp/4hHkkJi4yOi4wcDSBAa/cF2GHMjTFxexd8SNHN+o3rS6jcWRf2j47CAsr6/9wZgJkuVQmPO8qaMXiQTexdgZ7b1AZFgsp0haRUpBCocZwjSKApHFC1un/zSsUChSSFldlIcgyqamp/LRpE9OmTaNPnz4MEryrpkyZwrZt29iyZQv5+fnk5+eXqgja2nHk3HleHDSIIa+/gV1wTZJupI2am1vgeJuj4mahwt1ChZelOdZKJX7W4p/R3t6eN998k/HjxyNJEm3btiUnJ4d9+/bh4ODA4MGD+fDDD2natCn16tWjpKSE9evXU7duaXuAmTNn4u3tfTM1ddWqVXh5eVVL/7H7SaXeIAcOHCAjI4M+ffoA0LZtW2JjY5k+fTqFhYX069ePuXPn3gzhmTBhwkRVkWWZjB9jKD6bKbR7jGuChfetl1HBwYMkDhosHOu/dCm2ES2rd4KZ8TCnkdj22DxoMrBablOs0fH8oiiOJmaXO14n7zxd03eUyz1/ctRkLHZqkfO0FB9K54K9kudbixfpO5uHUteuagsZY3LiI0aMEPfyO/Yz/Dla/7ilI4zcCa4hRu8p6SRO7LjC/j/069kylRLL7UooFgT03u9dl2Ftg/6VeiFZlvk9NYuxZxMNjqlra8Wcuv5VFte4XxQXaNj58znijonrMoIbu9PxhVCuZyQTFbWPsz+9jp//GeHYggJHzsZ0oKjIET8/P558MoI6deroRWRkWWbxqcXMOTZHeJ1P7V6g9gc/gXSOYspvpJj7+OC3aCGWIca/R3fj2rVrbNy40aj6l0KhIDIykqZNm1ZLVAkqJuxgbeVPaOiU+ybsUIa6qJA9y5dyYqu4GTFAs75P0vqZFzC3uM/rQU0R5CaLWz/cjrnNDZlwwxFgSZbILM4ktSDV6KVkyQpZ44gsl19i21mW9k6ysyztneRkY86fq7ZQw9cXlUqFs7MzDRs2ZM6cOQwePFhYm7R7927y8/Nv1hGV8dH87wAoLixk0YwvWDTji5u2Vu3as2fXLo5ZW2IG+FpVfEPhk08+wd3dnWnTphEXF4eTkxNNmjTh3XffBcDCwoJJkyaRkJCAtbU17dq1Y8WK0vRMe3t7pk+fzsWLFzEzM6N58+Zs2LChWur77icKWb5bj99bREZG0rFjR95++20ATp06RdOmTRk8eDB169ZlxowZvPzyy0YVPO43ubm5ODo6kpOTg8OD2mXahIn/Y3QFGpI/0a9HAlDaqPCe1BKF+a0Hb+by5aR+IqiPAWpu34Z5dTfkjt0JP/UT24ZtAz9xP6jKIkkyTT/dSlZh+VQO7+JknkhehxmlaRcNOvegRXAf8rffSh/a7qni7Ub6TlGorRWrG9XEtQoiCMbkxH19fXnhhRf05cS1alg3Fk4K6hzq9IH+i8HcsPOm00gc3pTA4b8ThPYYcy1/24rT8f4c3YaGfk4Gr11VJFnmx2sZvHPBcLpWcwdbZtbxo5atftPgBxlJJ3Fog+HP297NEs8WGo6fjaaoqAh393jq1NWvsyvj7Nmu1K3zDM2bNzf6vr2ce5mRW0ZyrUA/ZaqBVQgf73RHs0t8H68pk3EaMKDKjrFGoyEqKort27cbHVerVi26d+9ebQJYpcIOv3DhwkdGx3l5PUHNkLfum7BDGcUF+ez6cTFndm0zOKblEwOI6P8sqjvTcv/NeRUXEx8fT1BQEFZWVqUtDPJTocB4yhwKsxsy4S6gMLyQL9YWk1qYSv5dBCIkjSOyrnytlpudJW52llio7s1R0MkyGWotqWoNBoLZN1EqwMPCHDcLFWYPibjMf4Xed+U2KuMbVOrtefz4cT755FaH+RUrVtCiRQsWLSoNJ/v5+TF58uQH2nEyYcLEg0nx+UzSl4h3rO071MAxsnwR/9UJb5L7t7hAOvTYUZTW1ZwWcuAb2Pyu2PbGOXDwrrZbDVlykF3ny+/0W+uKePHKL1hJaqxs7eg//mPYkos2voj8+CvIwKIQCxbW1N/h7e/pzNd1/LCowk6fMTnxNm3a0KVLF/0dxOwk+L475AlqByKnQ8uXDd5PU6Ij+s84TuwQ7/jrkDngr+JArv5CplWwKwsGNcXBqnoXblpJZsGVND6JNVwL0dHZnumhNfA3kPbyIHPpyHU2LxL3PwLIcTqD2iqDNOD6hQwahO/E0lKctufkNIzGjd5GqTSji5EesrIss+jUIuYeE6vrfZXXC79564DzaCifkmnbvh0+X3yBqorNYZOTk9m0aROXL4t7RpURGRlJs2bNqi2qVCrsMI3r1w1HahQKFaG1P7qvwg5lFOXlsnPpQs7u3WVwTJtnXqT5409hpvr3FSmF6LSlqnfXz4NKXMNzE1sPsPMEM8NzlWWZzOJMUgqMt9aRJcsbUaXSZ42Vygw3Z0ucbMzvuXWAVpJJ02i4XqK961iVUoGnhQoXc9VD07LgYadS3/Syzr9l7N69m8jIyJv/b968+SPR3MqECRP/HZm/X6DwsDj1wf2VcCwDbxXxyxoNFzt2QpeRoTfWpmVL/Jcuqf6UrFVD4Mwa/eMqa3jnstEc+Mry2fozLNyboHf82asrcVdn0GbAQOrXaE/26ktol5d+ZiVKeD/cip2e+s7ChyE+jPKv2k71tWvXhP36wIic+IUt8MvT4gsO3wE1mgpNxQUa9v9xibP7DTcI9YjwYFpiMpmFarijG8Y7kXV4uX1wtf7uSySJ2ZdTmZlgOC2nt7sjn9Wqgaflf7fDXl2kX8nj7/knyc8U13oU2MVTaJsECjA3L6J+6D6cXcS/Hy/PfoSGTkGlurvQRUJOAiO2jhAuTFtpA5nwWzFS4hVAv2bGf+kSbG/0i6kMWq2WqKgotm0zHC0BCAkJoUePHnh4VE90R5Zl0tO3lwo7qA1/jx4EYYcyCrKz2P7Dt1yM3m9wTLvnh9CszxMoq8mhrDQJe2Hrh3D1CNj5QZuvwNkduOPv39KhNKpkJKoNUKIrITk/hQLNXaJKWkdkbWlUycnaHDcny2ppYaCRJK6rtaSr7+4oWSgVeFqY42RuZnKU7hOV+o17enoSHx+Pn58farWao0eP8tFHt8LMeXl5+spJJkyYMHEHUomWa5MPGLT7TGmF0urW40mbkcHFNuIePm6jR+M+1rDMcZXQaWBmmDjdo2bX0qa11fjSmrV8M7NO6b80+6RsIKjoMgM/mY1iVwElB3PIPlha45NuoWBohA3J1vpRpJ/Dg+nqWrVUZENy4nZ2dgwbNkxfTlySYPtHsG+W/sV8m8ELq0rTYe6gMFfNnhXniT1quLdJkx4BXA+wZNzKE3BOPzrwx6utaRpQfU0yC3USX8QnsyDJ8Jye9nLmo5q+uJjfpx32e6AoT832H89y+ZT+xgNAsdV18h0uIit1KBQ6ggKPU8MvRjjWzq4uDerPw8Ym8K73lWSJhScX8s1xfYl+M53MnPMtcP/zAHCJO2MGLkOH4vHGeBSVXFukpKSwadMmEhISjI7r0aMHzZs3R1VNEZNSYYe5JCYuNjruQRB2KCM/M4Oti78h7ohYsRSg05CRNOrRG2UFlC6rnazLsHMqnPzN+Dgzy1JHycrR6PNZkmVS8tLJUqchFKm5gSxZIGudUGKBu50lLs4WqMzuvT6nRJK4XqIlU3N3R8nKTImnhQpHldlD09ftUadST4pevXrxzjvv8MUXX7B27VpsbGxo167dTfvJkycJucfCTBMmTDy6lFzOJe3bE0KbTTNPXJ6qXe5Y0ekzJDz1lHB8jfnfYN/ZSC5QVSjIgBnBYlun96DDW9V2q8LcHN4f+yarvfvp2dpl7GNY+xCa9n6XnL/jUP9wK0UsxkHJoFb6gg9mCtjZvA61q1BXo9VqWbt2LadP66drGZQTL8yEn/vDtaP6F2w7Hjp/qCe/nptRxK7l50mKEQt+AET0C6Ze5xpMXhfDjOhzEF3e3jzQmcWDmuNoUz2bdLlaHR9fusbPyWJnAmCIrxvvB3tjp7q/qVNVQaeT2LXiNOf+SRfataoCcp1i0KmKABkPzzhCQw1FG5Q0avgDrq7tDNjLk5CTwPAtw0kt1I+29Mr0Y8iCsmZj5TdRLAID8VvwHRYBARW6D5R+h6Ojo9m6davRccHBwfTo0aNc9sy9kpt7ivMXPiL3IRB2KCM3/TpbFszl8knDc+46fBThXXqi+K+L+UvyIWp+qbN0N1qNBUc/8AgGK/GzT6uTuJ5fQGZJGgql8b5KktYBG6UT7vZW2FupqsVZKdJJXFdryDbQmuB2bM2UeFqaY2emNDlKDyiVcpw++eQTnnzySTp06ICdnR3Lli3D4ja5zx9++OGR6ApswoSJ6iVnUzx5u8TF9K5D62EdWj4ikbNuHdfeels4Pvjv9fesnKVH8klYYGAx+NwKCI0U26rAP78uY/P6Lfzs9zzc4TTVy43ht8lDyZ7jCGdkcs7cai66yUvF+w31U07C7a1Z2TAEpypEQLKzs1m8eDH5+fopKgblxK8cgcUGHNbnV0Ht8u+ArJQCti87S2p8rvgcoP2ztanf3pcr2UU8/d0BUnbp17pN6FabMZ1rVstiIl2t5YOLV1hzPdvgmDH+HkwI9MK6GnaY/0vUajUnTpwgatNZlFdrGByX43wKtWUWAM2bu2JrtxKdLls4tlat9/GrMRiFkSL6MiRZYsHJBcw/Pl/PZlskM+efYOyPXATi9ezeUz/FqX//u96jjNTUVDZt2kR8vP61bqd79+60aNGi2qJKkqTl6tXlXLio33z0dh4UYYcyslOS2bxgNldiDNez9XhlHPU6dv1vF+2SBDFrYOtkyLlLuUfjgdDxHXC88d0uLoY7fv8FJVrS80rI1eSgNM+mLKok+vrKkjn2Kne87B2wNK+ejZECnY7UEi152rs7SvYqJZ4W5tg+hJsy/69USlWvjJycHOzs7PQKJjMzM7GzsyvnTD1omFT1TJj4b5A1Etc+i0YuEqcjeH8QgZlt+ahByqdTyfr5Z+H42ocOYmZfzc1CT/8Bv78kto0+CO6COp4qkHEliaUTXqVIacniAP371bSHdX1bkPlLeYllCRja0oYzTvov1ee9XZhe2w+VsvILnAsXLvDLL78IbQblxKMXwEZBxM3BF17aDE5+Nw+lJeaxbWkMmdcKDM6h65C61G7phUKhYNPpZF75WRC5Ala90ormgffeLDG5RM1b56+wNcOwA/d2kBdj/D0xr8Jner9ISkoiKiqKM2fOoNLY4ZBVDzNJXHeXbx+HU02J1q1bERLiytlzb5KdHS0c6+39NLVrfYBKVbGeU/E58QzfMly/AagsM/CCJ31Xi4U17Lp0wWfaZ5hV4H2s1Wo5dOgQmzdvNjouKCiIHj164OXlVaG5V4SHTdihjMxrV9j07SySL4j74AH0Gvsmddp0+G+dpWvHYNsUiNtlfJx/a+g6BfzF7SRy8gq4GBuHrasPGiUoVTkozIxHlWxVztSw90RVTQ2K83USqWoNBdq7iFMAjuZmeFqosL5f9WH/x9wXVb0yHB3FHdcf5k7AJkyYqB7UyQVcny1eBFvVccF1cFi5F7QsScT3e4KSCxf0xlvWrk3Q2jXVnyqy9UPYN1tse/syWDvd8y1kSWLtjE+IO3oIHUrmB70qHLfX3RPSiso5Tflm0LGr2En8tJYvw2tUXhJZkiR27NjB3r36ss41atTg+eef15cT1xTB78PgvEC9sOFz0HcOqEo3yq5dzGbrkjMGxQZUFkq6vVSP4Ealc9fqJN5fe5rl0fo9kBr5ObFkSHOcbe9tEy6hqIQ3ziWxP9tw0ffHNX0YVsP9oZDuLSws5MiRI0RFRVFQUOqUKnTmOOTUwV3dXniOvb9E5EuNcfdyRadrw6XYL7hypR/XBWVcDvbh1K8/B2trP32jAEmWWHBiAfNP6EeXfDJkpq+1x+J6NnCH02RmRsCypdg0a3bXe1y/fp3NmzcTGxtrdFy3bt1o2bJltUWVSoUdtnH+/OS7CjuE1p6MnV31bLJUB+mJCWz85muuJ4g/M4VSSZ9xb1E7Qlw3+q+Qfx12fwGHjNd+YesB3T6C8AEgqKdKyixk8T9xLDtwGZDx94plcpsGWKrAzFz8nrBQWuJj742t+b03npZlmVytjlS1liLd3R0lZ3MzPCzMsXrIItcmDPPwVbeaMGHigSRvzxVyNohTZlyeC8WmYfl0FV1eHheatxCOd37hBbw+eL96JyjLpRLZVwQF0C4hMOaQ8EVdWS6fPM7vU0vnLgM/1niBXHP9Hawt2GODAtJu7Y7G2Sp5pq345b6yYQjtXSofcSsqKmL58uVcuaKfKtm2bVs6d+6sLyeefgkWdYISQXTm8W+g8YsAXD6dwdYfzlBSKI4qWjtY0O2lMPzq3NpUu5ZdxDMLDnAlS39X+LUutRjftdY97XyfKyhi3NlETuQZ3nX+KtSP571dHugaAlmWiY2NJSoqikuX7mj6KyuwzQvGplCciudWw44eI+vj5GGDLMtcS17J9h1iKX2l0pKGDb/HxblVhecWlxPH8M3DSSsq732Z6WRe3+dEy31l9WLZ5eyuL7+M+9gxKIw4NzqdjkOHDrFp0yajcwgICKBnz554e1dfGwCtNo/4hHkPlbBDGanxsWyc9xUZV8TNmM0treg9biIhTau5EbghtCVw+IfS9DudeDPlJu0mQOvX9DasJElm14XrLNgdR3R8aV2kwiwPS49N2Nc9AoCVhTdQX++SrtauuFu7Y3aPz3RZlsnW6kgt0VBytyZKgJuFCncLVZVaP5h4ODA5TiZMmKgysk4mddYRtGniRarXOy1QOZVPGyqJiyOuV2/heJ8vPsfx8cerd5LqQvjMwOKq8UB4fN4930JTUsySN14lL/3WQnKjezcu2dXUG/s7dnhR/qW6zVPFO4KGtQAbmtSiiWPld0qNyYk///zz1K5dW99wZk2p/PqdKJTwyl5kjzAuHbnO1ld3YCjJ29HDmq5DwvAKLp+ZsC0mleE/Hhae8+uICFqFuBr7cYxyPLeQsWcvc7FQvEBTAN+GBfC4h9MD6yzl5uZy8OBBoqKi0GoFjqgMlkWeOOSKIxtKpYI+YxviV7fUSc3OPsyu3cPQ6cTRttq1p1DD98UKfx6SLPHtiW/57sR3eraGsRLvrSzbfS8vsmFZuzY15n+DRQ3D9VZpaWls3rxZ30G8gy5duhAREVGt6r0Po7BDGckXz7Nh7pdkp4pl4q1s7ej92kQCG4nbAFQrsgyXtpU6StfF/fhuEvY4dP4A3GqVO5xTqGH5wcss3BNH9s3G3zIquxhsa/6J0txwmq250pwaDjWws7AzOKYiSLJMlkZLqlqLpgKOkoeFCjcL84cqvdfEvWFynEyYMFFptBlFpMwQL4It/Oxxf7UhijteJHk7dnBl1GjhOYGrVmHdQH/X8J7Iugyzw8W2PrOg2dB7vsXJbZvYuqi843XQqSnRzvqRtIXYEkb53c+ZoZb8EihORzvVph7uFpVfIB4+fJj169frHTcsJ66DjW/DoUX6FwvuiPzMT8QcymPX5POAgX5b/vZ0GVwXV9/yixadJPPJ+hiW7k/QO6eejwM/vtQCV7uq9cE6kJ3P6JjLXCvRCO32Zkq+CQugu5s4tfx+otPpOHfuHAcOHBBGAm9HpbbHMas+Sln8XWj7dC3CO9dAoVBQXHyNw0eeISfniHCsr89z1Kr1HmZmFW8OHZcTx7DNw0gvKq/KZ18o894Ga4Ivih0zY5sgOp2OI0eOsGGD4XohAH9/f3r27ImPj0+F53s3HlZhhzKunDvDhjlfkpchlsy3dXah99g38atn4NlXnaRfhO0fw1n9nlvl8Kxfmn4X0qWcTPjpqzks3BPHuhPlUzkVZgVYem3FwjnK6GVfqPsCw+oMI/1qOoGOgVhZVF5RVCfLZKi1XFdr0N3FT1IowNPCHDcL1QOZ2hsYGMjrr7/O66+/fr+n8khjcpxMmDBRYQoOpZD1x0WhzalfCHYR+guctLnzSP9Gv38LQK19e1G5Vj3SICT+H1jWR2x7aTP4V76B5u3kZ2Wy4JVBescv2Iaw2UNfVfRjrOnMrUWvDni+iwOxKv23tK+lOdERYZUWfDAmJ16/fn369eunX/uRlwrL+kL6eb1zpE4fcKLkafavjoX9YgfZt7YTHV+sg5OHfrpSam4xzy6MIj5dXxxiVMcQ3uweirIKO7TbM3J5NSaBXANF2F4W5swL86etczWLiNwj6enpREdHc+jQoQqNd7Zzxzm/Hnkp4p8zrI03bZ+pjbmlGTpdMecvfMjVq2KxD0fHJtSvNxsrq4o7H5IsMf/4fBacXFDeIMv0OiQzZHvZvMo7TQ69IvH6+BPM7PQjpOnp6WzZsoULglrG2+ncuTOtWrWq1qhShYUdQj/Gx/upB0bYoYzE0ydYP3s6Rbk5QruDuwe9xryJb52wf3ciRdmltaF7Zxofp7KCbh9D06E3ayDVWom/jl5l4Z44zqfm6Z1iZnsOK691KC0MtyrwtfPl3Zbv0s633c1IaXFxMemIpfZFaCWZdI2WVLXGWAun0jkpwNPSHBfzf8dRGjJkCMuWLdM7fvHiRWrW1M9WKGPp0qW8/vrrZGdnlzt+6NAhbG3vvY7LhHFMjpMJEyaMIksyaYtOojYgJ+05oSnm7uUXz7Iskzh4CIUH9euJzNzcqLVzR6UbWt6Vg4tgw5ti2/gzt+Rrq8jOpQs5ulF/ZzXZ0pPffZ7UOz4SSwZxK5qSYw5dOpct6Mu/sV/0duXLOhUryL+drKwsvv/+e6GceJ8+fWgmKr5P2AtLxamSMbUXsXOPG/wKoF9YHhjuRofnQrFzFkeJdp6/ztAlYufg52EtaVvLzeDPIkKWZf5Ky+HVmASDu8Eh1pbMretfpXTGfwONRsPJkyeJiooiLc1wI93badSoEc2btiB2Xz6nbsj2593RCtYj0IEew+vh4GaNLMtcvfoL5y98KLyemZkdDRsuxtlJICdvhNjsWIZtHkZGcfl0O7/rMlNWKbDP1ZdXVlhZEbB0CdaNGpU7rtPpOHr0KBs3bkSSDBfR+/n50bNnT7GSYxV5mIUdyog/foS/Z0+npFCsTOns7UuvMRPwqilIua0uJB2cWAHbJkPBXb7LLUZC+4lgVxqhS84pYsmWWBbuiROPVxZi6b4dC5d9Ri/7dO2nGd1oNK7WVdtg00gSaWotaeq7N5s1VyrwtDDH2dwM5X8UUerZsydLliwpd8zdvfLiP/dynonKYXKcTJgwIUSXW0LyZ+JO8mYuVnhNaIriDqUgqaiI842bCM9x6NUL35lfVfs8Wf0ynFyhf1yhhHevgXnF05Lu5HpCHD+9/ZrQlquyZ5nfi3rHu6DiI245knGh9jwTKL7+nLr+PONVeTVSY3LiI0eO1E9tkmX45yvY8Yne+ELLIH5L+oBCyRlS9K9Xu6UnbZ+uhbWdOKVQJ8lM23CWxXv1hUFCPe35aXgLPOwrnkIjyzIrUjIZf85wP5dwO2tm1/Wnrl3Vf7fVxbVr14iKiuLkyZMVGu/l5UVERAT169fHzMyMmL3X2LX8PFc36ctFqyyU9BnTEN/apemVWVlR7Nw1DEkqFl67TuhUfHwGVKqOS5Ilvjn+DQtPlq+HM9fKDN0q0fW42GN1GzsGt1deQXGbrHJGRgZbtmzh/Hn9KObtdOrUiVatWlVr65KKCzuMITDg5QdK2KGMS4ej+XvWF2g1aqHdzT+QyNFv4BFooEl3dZAYXeooJR4wPi6kM3SZDD6NkGWZfZcyWLgyjj0XDEdVzWwuYem1DjPL6wbHeFh7MKnlJLr4d6lSPaJakkgt0XCtWJzCezuWZgo8LMxxVCnLpRAWGXH074aNsnKNay0tLfVk82fOnMmSJUuIi4vDxcWFvn37Mn36dOzs7Ni1axdDh5ammZfdZ/LkyUyZMkUvVe/cuXMMHz6cw4cPExwczJw5c+jWrRtr1qyhX79+7Nq1i06dOpGVlYWTkxMAx48fp3HjxsTHxxMYGAjA3r17mTRpEocPH8bNzY0nnniCadOm/d9Gt0yOkwkTJspRdDqdjJ/PCm0O3QNw6Oyvd1xz7RqXOncRnuP5/vu4vPhCtc4Rnba0fin3qr4tsB0M/qvci7AySJKO3z/9gKQz4oWwnX9Nppl10zteAyW/YouC0vv+82wg47My9MYBbG1Wmwb2lVu4GZMT9/Pz4/nnn8fa+g5HoiQPVrwA8bv1zjlZEMnevGHI6Kcl1e/gS6t+IVhYG35FXM8r5sXF0VxI1Y92jWgXxDuRdTGrYDqeJMv8cDWd9y8Kfp83iHC0ZWYdf4JtqlYTVR0UFxdz9OhRoqKiyM01XKh+OxEREbRo0aJcu45rF7P5YcI+NCXiBpkdnqtNvfa+KBQKioqucOjwMHJzTwjH1qgxkJohkzAzq9zncinrEsO2DCOzuHxqVNOLEm//Ll44WtWrR415czG/oWQnSRJHDh9m48aN6HSGm336+voSGRlJDSMCEVWhQsIO1v6E1v4YV1cDDa7vI7IscyFqL+tnT8eQ2opncC0iR4/HtYb+c7dayLkCu6bBMXH/vJs4+Zem39V9nHyNxIqDiSxcEsf1PEGrgjKUxVi47sTSTf/5czuPhzzOa01ew8Om8vVkCYUlZGq0lOQXoVCXfm+LdRKPHzcuNPJvEdu+Abb32KNJqVQyZ84cgoKCiIuLY9SoUbz11lvMnz+f1q1bM2vWLD788MObGxR2dvqCGDqdjn79+uHv7090dDR5eXlMmDCh8j9PbCw9e/bk008/5YcffiAtLY0xY8YwZswYvUjZ/wsmx8mECRPIskzmL+coOiXOFfcY2xgLX/2Hc0H0QRIHDxae4//jMmxbiOXGq0xhJkwPEtvaT4TOVZcwjzt6iDVffGTQ/tTkL+jwY4LQthN7zFGgtLdg1pPe/JiSCQKn6Wzb+jibV+6xm5uby48//kh6uv7vpl27dnTq1ElfTjz1DHzXFmT9BfCmrDeJLWmjd7xJjwCa9w5EZWH8pf/PxTQGfi+ORC4Z2pxOoRVb/GgkmfmJ15kWL1YEA+ji4sD00Br4Wv33TdVlWSY+Pp6oqKi71uWUERAQQEREBKGhoXq/k7zMYrYsPkNKnLhOpX57X1o/VRNzCzN0ukLOnXuXa8krhWOdnFpSr95MrCwr1+BVJ+n45vg3LDpVXgjEMV/mjTU66hrQqfD9eiYOkZFAaaP7LStWcO6c4YaqAB06dKBNmzbVGlWqqLCDt9eThIS8haXlg5e6JMsyZ/fuYuM8w9F3n9AwerwyDhef6ktfvIm6EA4uKG0+ezc6vw8Ro7iQJbFoTxyrfroCbDR6ipl1Ah5BG8iXxbLoAE6WTkxqMYnIoMhKR5VO5BUyKyGVjemlf0c1lDKfOSh5WGMf69evL+f4REZGsmrVqpv/DwwM5NNPP+WVV15h/vz5WFhY4OjoiEKhMNrgeevWrcTGxrJr166b46ZOnUq3bvqbfsaYNm0aL7zwws0oVq1atZgzZw4dOnTg22+/1Wsk+/+AyXEyYeL/GKlQw7WPxcpFCnMl3h9EoBQspDN/+pnUqVOF59XcsR3zalTBAkodgW9bi23P/ARhj1XpsuqiQhaPHU5Rnjh6UKdNByLHTKDP3H3MFThNG7DHAQX2T9akmy6LxGI1pJTfwa9tY8XOFqGVLi4+f/48v/76q9BmUE782M/wp75yYYlkw6qM6eToyi/EIvoF06ibP2Z3ac4oSTLTN5/nu936dU/B7rb8OiICT4e7v0CLdRIzE1KYk2g4VedxDyc+reVbJUXBeyE/P59Dhw4RFRVFScld+s5QmmITERFBs2bNsLcXi1Fo1Dr2rrpIzD/XhHbvmo50e6ke9i5WyLJM0pWlXLz4qXCsSuVEo4aLcHQUp8Ia41LWJV7a/BJZJVm3Dsoyj0XLvLhTHF1yfPwxvCZPBisrjh8/zoZPPxXLpN/Ax8eHnj174u9fvZGRigk7mFMn9GO8vfs/cMIOUOosndqxha0L5xoc41cvnO4vv4aTZ+Wc4QrcHM6tL236nWmg3qiMhs+hbf8OG69YsHBPHKc25MCGXUZPcbKVaNzgOIdzbjn5+YLgWWRQJOObjMfbrnJ9tw5k5/N1Qgp7sgw3sS7DUWWGh6UKa6WS2PYNKnWf6sKmkv2bOnXqxLfffnvz/7a2tmzbto1p06Zx7tw5cnNz0Wq1FBcXU1hYqN+k3ADnz5/Hz8+vnHPVogobmSdOnODkyZMsX7785jFZlpEkifj4eOrWrVvpaz7smBwnEyb+Dym+mEX69/oKbAB2bX1x6iPOob8yfjx5GwWNKRUKQo8dRVndu08x62DlQLHt1QPgWTUVqaMb/mTnMoH89g2GzVmMk6cXbyw9zOh39XdYV2BHDZRYvNOM8GPnoUC/AH14DTc+rVX51KQ///yTY8f0U4/s7OwYPnz4zVz0m2jVsG6ssM4rrrglW7PHo71NpKLdgNo06OCrJxcvIj2/hEHfHyQmWd+xHNomkPd7h901Ha9Aq2NqXDI/XDWsfPWctwuTQ3xwqmQ0rqpIksT58+eJiori8uXLFTonNDSUiIgIAgMDje6Sy7LM6d1X2bNCHKWytFHRe1Q43jWdAMjM3MeOnUORZXGqW926X+Dt1b/SO/M6Sce84/NYfKp8zU9giswHv+qwF5RJKR0c8P/hB4p9fdi6dSsx06cbvUf79u1p06YNlpbVlz5ZJuxw7vyHqNWGHWxnpwhq1/7wgRR2AJAliRNbN7L9h28Njglq1JSuI8bg4FbNkbGU07D9I7i4xfi4Gs3Jbv0ei5N8WPhPHOpoCaKN92BqFexKjyZqtqR+x6n0U+iAw4Igqo3KhkktJ/FYyGMoFRVzJmRZZntmHl8npHAkt/Cu45/ydGa0lxOkXiPIzhorq1vfw3tNl/uvsLW1Laegl5CQQJ8+fXj11VeZOnUqLi4u7N27l2HDhqFWqyvsOFWEsqi4fFuaqEZTvjYsPz+fl19+mdde06/1re5NkocFk+NkwsT/EVlrL1EQJU6Nch/ZAMtgJ73jskbDxXbt0d0hfQpg0yoC/x9+qP6mojumwh4Di7a34sGm8oIKuelpLBptuHdT22cH0fKJZ5Blmdmzo5iVot8L5xtsaNslmLiW7jQ7cgGO6RfBfxcWQD9PZ73jxlCr1UybNq3cC6wMlUrFW2+9pZ/ylJ0EP/QQ1nn9kzuMk4W3JNm7DKlLaEuvCv+eDsRm8NwicSRy8aBmdA3zNHp+tkbL5EvX+C3FsLTwiBpuvBPkja3q31/gZGZmEh0dTXR0dIXGOzg4EBERQePGjfXrxgxw5Vwmf807gaQV16p0GliHuq29USgUFBZeJvrgQPLzY4Rj/f2GERIyAaWy8g7JxayLvLT5JbJLsm8es9DIDN8s0fGUAaGH8a9zpVkzNm7ejPr3VcIxUCpsERkZSUBAQKXnZYyKCjsEBY4lIODlSvWh+i+RJB1HN6xj90/fGxwT0iyCrsNexc6lGtswFGTAP19C1Hyjw2RrZxIav8W0a03Zci4dLgGXCin9h5ghrQMZ2MqH7cmrmHtsLqeB0wZ8q67+XXmj2Rv42VdMIVQny6xPy+brhFTOFYgFT25nsI8ro/098Le+9XdRXFyMvizNw8uRI0eQJImvvvrqpmOzcmX5lF0LCwujNYVQutGTlJREamoqnp6lz+s72yGUqfAlJyff7O93/PjxcmOaNGlCTEyMUXn0/zdMjpMJE484UomOa1P2G+xZ4TO5FUqBCIA2PZ2LbcUF1W5jxuA+RtzMtsrIMiztA5f1xQ9w9IfXjoFZ5R5ZsiyzdeFcTu0Q77yqLCx5+btlWNnaoUkvYsU7O3iHIr1x72HF0Imt+a2kkNDzSXAkS2/Mrhah1LGt3IIuOTmZBQsWCG1Nmzalb9+++oaLW2H5U8Jzfs/4glRNbczMlfR8OYyQxhUvtpZlma+3XmDODv1FlJ+LNb+NbIWPk+GfL02tYdKFK6xPE9fwAIwP8GRcgCdWd0kNvBe0Wi2nT58mKiqKlBSBTKCA8PBwIiIiKt1oNTe9iE0LT5OWqN+XBiC8cw1aPRGCytwMrTafmLMTSUlZIxzr4tyWsLAvq1SXo5N0zD02l+9Pl1+wtzwnMWGNOBXPvEEDTkX25ERiIiQnw19/Cce1bduWdu3aVWtUCcqEHaaQm3vc4JgHWdihDEmn49Bfq9n7q34/njJqt2pHl6EvY+PoVD031Wng6DLYOhnUxlPYzgQOYWJqZ2KyVFAM7AAM9D0KdrNlZPtg+jX2JSHvIp8f/Jw/Uo/wh4EsSZVSxbst3+XJmk9iprz7Bohakvg9JYuZl1O4UgHVu1F+Hrzi546H5X+btns/qVmzJhqNhrlz59K3b1/27dvHd999V25MYGAg+fn5bN++nYYNG2JjY6MXierWrRshISEMHjyY6dOnk5eXx/vvl9YAl22g1axZEz8/P6ZMmcLUqVO5cOECX31Vvvbu7bffJiIigjFjxjB8+HBsbW2JiYlh69atzJtXvvn7/wsmx8mEiUcUdVIe1785LrTZNPbAZYA4xaXo1GkSnn5aaKvx7XzsO3WqrimWoimCqQby+sOfhSfFjoUxUi5dYPl7bxi09x3/DrUj2gKQsyme/bsO8xL6/VJe8nTmg9dbMfZsIjVOiiWWL7RrgEMloyb79+9nyxaxMyesX5IkclZOwvHcd3rjU9W1+CvrA5R2LnR7tR5+YZWLxmUVqBmy5CAnrug7PC9G+DOlbz1UBhydK8VqJp5PYmem2HEAeC/Ym1f9PCrd1LeipKSkEBUVpbdTagh3d3ciIiIIDw+vUpNVdbGWf367wLkDYqfMN9SZbkPDsHWyRJYlEhMXcyn2C+FYCwt3GoYvxMEhvNLzALiQdYGhm4aSq76VSumSK/Pmah01DWhuRHfqSMKNHWgS9Qv4PT096dmzJ0FBBkRYqkjFhR36ExIy8YEUdihDp9UQvWYVB34XtwQACGvXiY6DR2Bt71A9N43bVVqnlCxWVywjxqEd49L6clG+kSZsRMMjsr4XI9oH08TfGY1Ow/Kzy5l6ZCxTxaKqALSv0Z43m71JkOPdvx+FOonl1zL4+nIKmRrjERKVAsYHeDGshtt/lrL7INKwYUNmzpzJF198waRJk2jfvj3Tpk1j0KBbTddbt27NK6+8woABA8jIyLgpR347ZmZmrF27luHDh9O8eXOCg4OZMWMGffv2vSnoYG5uzq+//sqrr75KeHg4zZs359NPP+Xp297/4eHh7N69m/fee4927dohyzIhISEMGDDgP/k8HkQUsig35BEmNzcXR0dHcnJycHCopgeaCRMPEDlbL5O3Xaxo5DooDOswcYpI9tq1JL8zSWgL3rABy+DqXUiRcxW+NlCj1OtLaDGiUpfTabX8Nvltki+JHRzvmqEM+OgLzFQqdPlqkj+NJg2JJ9Dfse0c6MKCkRE02n+GDI1+QXwjexs2NK1VqSaJkiSxaNEikpPFK9oJEyaUExmQZZljq6NpcqqHcPyR/Cc4az2CrkPr4xXsWOF5lHEwPpNnFoh7tXz3YlN61hc7s7GFxbxxLonoHHFjToDPavkyxNet2ptIlpSUcOzYMaKiosgWpI6KaN68OS1btsTNrXLNd29HlmRO7Ehi3+/ilCZre3N6j2qIZ1DpOyU9YxcnTgwzeL2wsK/w9upXpbnoJB1zjs3hh9M/3DymkGWe2C/z7B5xdCkuOIijTZqgU4kXpG3atKFdu3bVrpD1KAg7lKFVqznwx68cXGs4lbFB5+50GDgMS5tq0HjLjIMdn8LpP4wOSzLzY0rRM2yXmgCG/95sLMwY2T6YgREBuNqVRg8vZV1i+qHpHEg23rPpnRbv8EzoM5grjW805Gp1/HAlja8vp1IiGV9aOqrMGB/gyUBf13uqRyouLiY+Pp6goKD/S4W3yrBv3z7atm3LpUuXCAkJud/T+c8x9l2pjG/w/+vWmzDxCCFrJZK/OISUJ26c6P1eS8zsxbLAKR9/QpaBZqq1Dx/CTNAj4p5IjCqtzRExeD0EVS4t50L0Pv6aOc2g/fmpX+FdszS6lh+VTPbaSxQh0w39KImHvSXrJrSn0YEY/Hbr7+yO9ffgvZBKpnPl5jJz5kyhrUaNGrz00ku3inQlmT0rLlAQvZpezp8j0k/bo5pK2JAhNK1hR9NKzaTUGZu74xIzt+oLF3g7WrHqlVbUcNYvPo7JL2Ls2cucyTdchzC7jj/PeDlXW72bLMskJiYSFRXF2bNGtsBvw8/Pj4iICOrUqYNZNRSHJ57J4K+5hnf4uw6pS2hEqUpYYWE8UdHPUFBwUTg2IOAVgoNeR3mXxachzmeeZ+jmoeSpb31vQ67JTP5Fh5Ug66nIyoo9HdqT7axfb+fh4UHPnj0JDq7eRqqlwg5bbwg7pBkc96ALO5ShKSlm328/c+TvtQbHNOrRm3bPDcbC+h6L9kvyYP9c2C2OTpahlZV8rn2On3TdKMGw1HsTfydGtg+mW5jXTQEXraRl5fmVTDto+HkJ0Mq7FRObT6SWcy2j49LVWhYkXWeuEZXMMnwtzXk90JNnvFywrKTynImqsWbNGuzs7KhVqxaXLl1i3LhxtGnT5v/SaapOTI6TCRMPMZrUAlK/Piq0WdZywu2l+sKFrCxJxD32GOpL+vLSlnXqELT6DxTV/XI7vATWvy62vX6qtMFiBSkuyGfBq4PRGpCNbtClB91GjEGhUCCpdVydcgC5WIvuhsMkci9/frMdT52Ko9EB/YL9JfUDiXR3qvD8oLRr+4oV+kp3UNqro2XLlgBIOolNC08Te/Q6XRxn08F6Fwi0JXIGHsQxJJT2lZrFjXMLNQxbdojDl/Vrs55t7scn/epjfkc63pGcAkafvUxCkdgZt1AomB8WQB8PpyrMSJ+CggIOHz5MVFQURUX6dWZ3olKpiIiIoHnz5jg6Vj7iZojs1EI2LTxFxlVxRK1xN39aPh6MmUqJVpvH6dPjSL2+XjjW1bUjYXWnY2FRNSEAraRlztE5LDlzq9GkpVrmlQ0Sbc6Kd/SPNW7Ehdq19RpAt27dmnbt2lVY7KLCc9TmER8/l8Qkw4II8OALO5ShLi7in1+Wcnyz4cauTXv3o82AFzG3vIcIhyTB6d9L65TyxHL1Zfyi7cwsbX+uix4MN3iuhT/D2wUR4l5+oyshJ4EvD3/J7ivGm9BOaDqB5+s+j4WZYWfsarGabxKvG1XILKOWjSVvBHrxmIdTpVsxmKge8vLyePvtt0lMTMTNzY2uXbvq1TCZqDz31XHas2cPM2bM4MiRIyQnJ7NmzRr69etncPyuXbvoJKivSE5ONtoIzISJR428fVfJ+Uvck8P5mdrYNhGrnulyc7nQoqX4vIED8Xrv3Wqb403+HG24K/27yWBR8Z3a6LWrjBZhj/jmBxzcSgURis5mkLHslhM0mgJOoJ9nP35YY6Zduc5Tp/Q/z30t6xBiU7nF0dq1aw3W27zyyit4eXmhVetYO/MoVy9kY64oYqTn8yB4hMnmtijeigVza6riGhy5nEX/b/cLbfOeb0yf8PLRs71Zebwac5k0tbhfj7PKjG/CAujsem9pzpIkcenSJQ4cOEB8fMU0sWrWrElERAQhISHVruKoLtKy65fzXDykLysP4F/PhS6Dw7BxsECWdVy+/B2xceIFiKWlNw3DF2JvXzWpfLgRXdo0lDzNrehSmzMS49aJU/FSPTw40LoVJbeln7i5uREZGfmv7C7n5p68IexgOBr3MAg7lFFSWMDun3/g1PbNBse06Pc0rfo/h+peGvpeOQLbJkPCP0aHHdCF8YX2WY7LYiUzXydrRrYP5ulmNbCxKL+M00k6Vl9azbToaWgkwwIMTTya8HaLtwlzNfw9jSssYfblVKPqmGU0srfhjUBPurk6VL/KqokqMWjQoHK1USaqh/vqOBUUFNCwYUNeeuklnnzyyQqfd/78+XI5iB4eFVeOMmHiYUWWZK7POYYmRbwT7vVWc1Qu4kV+SWwscb37CG0+M6bjKFJvuxckHcxtClmCRbFfBLy0SW9H3BDZqSl8/9pwg/aOg4bTtHc/AGSdTOq8Y2iu3KpbmkUxvwtiTC37hLBbU8y0K/ppJrHtGlRKJlutVvPZZ58Jbebm5rz11ltIWgWrZxwh81qpM+dpfoHRXm+LL9hiJPSaYaRiwTCyLPPt7limb9Kv9XKzs2T1q63xd73lrG5Oz+HVmMsU6sSLcl9Lc74JCyDCqeopm9nZ2Rw8eJCoqCgkSXyf27GzsyMiIoImTZpUa9+S25ElmaNbLhO1VrwBYetkSe9R4bj7l9adpaVt48COlw1er369OXh69q7yfLSSltlHZ7P0zNKbx9xyZN76XUeggUyoPe3bkXybEmBERAQdOnSo9qhSqbDDz1y4+InRcQ+DsEMZRfl57Fq6kJh/dhoc0+qp52j5xDOYqaqo6pabXJp6d2SJ0WEpsjPTNM+xTmqNjH6kv3MdD0a2D6ZlkIvQKbmSd4WZR2ay9fJWo/cZ23gsg8IGYaUSvyfO5BfxdUKKUWXMMto42TE+0JM2TnYmR8nE/xX31XGKjIwkMjKy0ud5eHjoN4E0QElJSbku8Lm5+o0cTZh4kNFmFpMy/ZDQZu5ji8eYxgabmeZt28aVMWOFtsA/fse6Xr1qmycARVnwRaDY1uZ16PZRhS4jyzIb533F2b27hHZreweGz118s65ApCC4FjVfol+To2juTpGLBbs15W2tnGxZ3ahmpRYB165dY+HChUJbs2bN6Ny+Oys+iWbh2Fs7zM1sf6OlvTiFj4FrIKRzhe9/O7nFGkYsO0x0vP7ucP8mNZj2ZAMsVEpkWWZ1ahajYgw3fq1tY8XcMH8a2lfeadHpdJw5c4aoqCiuXTOeglRGvXr1iIiIwM+vYv1f7oWEk+n8Pf+kQXv3YfWo1bw0YptfcJH9B/pRVJQgHBsYOIagwLEolVV/lZ7LPMeQTUMo0JRuiCgkmWf+kei/X5yKd7FWTY43aoRkZoarqysvRkb+Kz1WiouvcfHiZ1xP028AXcYtYYenUFSwyen9pDA3hx0/fMf5A4YjPm2fG0zzvk+irEqNnKYYDi0ujSpJ4qhtGbO1T7JI24t8yv+NqZQKRrYPZnDrQDwdxA6OJEv8FfsX0w5Ou/m9ERHuFs7bLd4m3F2s2ngwO5+vL6caVcUso7urA68HetLEoRqEL0yYeIh5KGucGjVqRElJCfXr12fKlCm0adPG4Nhp06bx0UcVW6yZMPEgUXA0layV+kX8AI59g7Fv42vw3LQ5c0ifL+5YX2v/PlQulW8ga5S08/BNC7HtqSVQv2IR5avnYlgx+S2D9n5vfUBI09JUQ1mWyVhxjqLj5YvQD6LlDfS7zmvCnND56b/0JwZ6MSGocqm++/btY+tW8e7uE32fYt/3aVxeL7NkfWlPKiVanncbg6NKnArGxFiwrZrq24mkbB7/Zp/QNmtAI/o19kWSZX6+lsFbF64YvE4TBxu+ruNPqG3lUhOvX79OdHQ0R47oNwwW4erqSkREBA0bNtRv6vsvkZVSwMbvTpGVov+9AGgaGUDzPkGYmSnRaHI4eWoUaWnitC13t27UrTsNc/PKNTm+Ha2kZdaRWSyLuZV2GnpFZvJyHSpBQK7AxoY9HdqT6+hIy5YtebNDh2qPxFVY2MG5FbVrffDACzuUkZ+Vyfbv53PpkLihM0CHgcNo0usxlBXoRVQOWYYLm0sdpTQjut/AOl0rvtI+zWW5/LOmno8DI9sH06uBt16d4e2kFKTw9ZGv2RBvWKEQ4OXwl3mp/kvYmJf/fsiyzK7MPL6+nMpBI4qYZTzh4cRrAZ7UtXuwa9JMmPiveagcJ29vb7777juaNWtGSUkJixcvpmPHjkRHR9OkiUh/CiZNmsQbb9zq55Kbm/uf7GqaMFEVZFkm/fvTlFzKFto9xzfB3FO84yfLMpcHDqTosP4CVuXhQc3t21BUoW+NUc5tgBXPiW0v/wPed+9Po9Nq+HnSeNITE4R2v3rhPPX+JzcXNdqMIlJmHNYbF4+OgYJeTFp/W7R1nfSO/xIeXKlaHUmSWLhwocGmqq7XI1BKFuxddCuvysEsmYHuo8QXDOkCL/5R4ZTF25Flme/3xvPp3/pqc47W5qwZ1ZoAN1sWJaXhtfO4weu0c7bjy1A/Aqwr1txUrVZz4sQJoqKiyMjIqNA5TZs2pWXLlv95SnVxgYZdy88Re1TsBASGu9F5UB2s7SyQJC0Jl+cRHz9bONba2p/wBt/ds7NwLvMcgzcOplBb6sBZF8uM+lui5QVxdOlI0yZkNG9Or969eaOWcYWzqvCoCTuUkZuexrZF84g/btiZ7/LSqzTsFll5EZy087D9YzgnFgQp45QUyOfa59gnNSh3/MkmvoxoF0xdb+PPHlmW2ZSwiWnR08gq0Rd1KSPUOZR3WrxDM69m5Y5LssyGtBy+vpxiVA2zjBe9XRkb4FHhZ4EJE/+vPFSOU2hoKKGht15crVu3JjY2lq+//pqffvpJeI6lpWW1dzw3YaK60eWpSZ4aLbQpHSzwfqs5CpX4BS8VFXG+sXjjwKFvX3xnTK+2ed5k93TYOVVsmxgHtndXETu7dxcb5n5p0D7wizl4BN6SS87ZkkDejiS9cVlI9BX0YpKcLVC30K+1iI6oW6nFgTE5cZXaAafMhijuqEYKtdpJV6c54gs+/g00frHC97+d/BItr/58hH8u6qtaPdbQh6lP1mfBtQxanxb3GwLo6ebA57X98LK8uxOdlJREVFQUZ86cqdD8fHx8iIiIICwsDJWBnkH/JpIkc2RjAgf/EgtOOLhZEflKOG41Suu1rl/fzP6DBhxboEGD+Xi4G5DOryBaScvMIzP5KebWO6rDSYnRf4trvZK9vCgZ9Srte/emrm31p0VVTNghgNDaHz0Uwg5l5FxPZcuC2SSeNpyG2W3kWBp07l65mpyiLNj7NewTO9Vl5MtWfK59jhW6TmhvLK3c7Cx5r30wz7bww97q7n9v6UXpzD46m7WX1hodN7TeUEaEj8De4lbfN41UmoL79eUUg0qYt/NyDXde9feo0HPAhAkTt3ioHCcRLVq0YO/evfd7GiZMVImimAwyftSXvwaw7+KPY7cAg+eqr1wltmtXoc3zww9wef75apnjTWQZfu4Psdv1bXaeMP4MmBl/CRfl5TJ/uOF5NY7sS+chtwrwdQUakj8Rp9iUINNF0ItJNlNQ0sW7XCRHCVxqH46NkVSYOzl79iy//fab0GaXWxPrwjv7Ocn0cf6EAMtj4guOPQquVVM4O301hz5zxc+5z/o34KKzGd8mpbFyv9jBecrTmY9q+uJqYfiRX1hYyNGjRzlw4AAFBXdP5VEqlURERNCiRYsK15z+W8QdS2PjglMG7T1H1iekSWnEKy//HPv2v0xxsThtMTjodQIDR91zM9aYjBiGbBpCkbZUWt0zS+btVTpqGAjUKT76iNBnnqZuNRfaS5KGK1d/5uLFT42Oe5iEHcrISr7Kpm9nc+28+BkKEDn6Deq261RxZ0mnhRO/wNYPS50mI3yvjeQb7eNkUho9alvTjR/aB9OulluF7ifLMjsSd/DZwc+4Xmi4F1KQYxCTWkyilU+rm8eKddLNZrOGVDDLUADjAz0ZUcMdZ/OHftlnwsR95aH/Czp+/Dje3t73exomTFSKzBXnKDwuTiHyGN0ICz97oQ2gICqaxCFDhLaAn37Epnnz6pjiLTTF8EUAaAXpHvWegKeX3vUS+1b+TNQfBgQRgJe/XYady60oVcGhFLL+EDcSVfnY0jsng4wC/V3V4i7ecFtkrpOLPb+EB1dqh9mYnLhzelNU2vJRAEtFLsM9B4sv5ugPrx29q0NpiPG/HWfNsat6x20tzWjXK4S1hQW8kZ+JIODGIB9X3g/xwUGgDijLMrGxsURFRXHpkuHo1O0EBwcTERFBzZo1bzbsvZ9kXM1nw7cnyU0XpyE17xNEs8gAlGZK1OpMTpwcSXq6wOkHPDx6USd0Kubm9yazrpW0fHHgC1ZcKv2uKyWZF3ZJPB4tTsWzf+F5fN9+G0U113oVFV3l0qVpdxF2sKBO6EcPjbBDGRlXEtn4zdekxomfDygU9Bn3FrUj2lb87z5hH/K2ySiuiEV4ytiha8QM7QDOyqUbWsPaBrGuTaCwabQhMosz+ebYN6y8sNLouBfrvsgrDV/B0bK0EUG+Vsfcy6nMTEil6C7KlHZmSsYHejHYxxW7SqiDmjAhYsqUKUbfi/9v3FfHKT8/v9xLOz4+nuPHj+Pi4oK/vz+TJk3i6tWr/PjjjwDMmjWLoKAg6tWrR3FxMYsXL2bHjh1s2bLlfv0IJkxUGKlIy7WPDoiNSgU+U1qhtDD8kstctozUaZ8LbTV37sC8ujcQcpNhZh2xrcdn0Gq00dMzr11hyfhXDNq7Dh9Fw269bv5f1uhI/uIQUr6494jrwDBGH4pjx7lkPVtxBy+wuvXZfRDiw2j/itfUlJSUMG3aNKFNIZnhej0CBeV/N716ZhJ0fJj4gh3ehk5V64mVU6ih4cfiZ5p3gAPxtewoNlOwtlA/KvSqnzsTg7z1Imu5ubk35cC1WuO70wDW1tZERETQrFkzbP+FdLGqUpyvYfuPZ0k4KW7AGdLEnY4v1MHK1hxJ0hAfP5OEy2KRFBubEMIbzMfW9t4U6WRZZuPRjbx76l10itI+YWGXJab8Il7cmvv747fgOyyDgu7pvnfOIS19C+fPT36khB3KuJ4Qx8ZvZhqsgzQzN6f3uLeo1byV0K5HdiLa7Z+iOnUroixyseIlTz7XPsdmqTm1POwZ2T6YtY18sKykM7Lnyh6mRU/jSr5hcRZfO1/ebfku7WuUtrjO1Gj5LimNry/fvc+Zp4WK8YFePOvlglUlouom7j9paWl8+OGH/P3336SmpuLs7EzDhg358MMPjQqfmbh/3FfH6fDhw+Ua2paJOAwePJilS5eSnJxMYmLiTbtarWbChAlcvXoVGxsbwsPD2bZtm7AprgkTDwolcdmkLRSnEdlGeOPcz/jC7cq418nbLFD4UqkIPXwIpVXlVNDuStIh+F6cAsigPyG4o8FTZUli3czPDCpY2bu5M3Tmt5hb3ppz8flM0peIU8wUlmZ4v9uSL3deZP5P+tcsaeWO7HBrt/73RiG0dTYcrbsTY3LiVgXe2OeVL8jvPrwetdJnQdR8OC44adhW8DOgLngX/rmYxsDvDwptWj9btGFOiJZQbwZ68VqABxY3okC3y4EnJenXhImoW7cuERER+Pv7P3A9WSSdxKG/Ezi8IUFod/K0IfLlBrj4lDp4Kal/cSb6dYPXaxi+CDe3qkm+l1FQUMD2ndtZEreES46lm3+2xTJj/pJoGiuOLnl98jFOTz1VbZ/voyrsUEZK7EU2zP2SrGT9iCuApY0tvV+bSFDjZkJ7OdQFZGyfhWv0rXpPQ4ufLzTPskTXg67hgYxoF8wCP6dKzz2nJIfvTnzHz2cNNP6+wdO1n2ZM4zG4WLmQXKJmfuJ1njEi5lJGsLUl4wM9ecLDGZWBVhQmHg769++PWq1m2bJlBAcHk5qayvbt2yssvmPiv0chy7L4Kf+Ikpubi6OjIzk5OeWa6JowUd1k/xVL/j5xHxu34fWxqmlYzlhWq7nQrj1Sjn4jQts2bfBbvKj6F7hHf4J1Y8S2146Di+Ed8sTTJ1n1ieEIS//3PiEwvPHN/8uSTNqCk6gvi/uqOT0egl0rH34/coU3V+kXsasbuyB53FoIHmkVhq9VxdOdjMmJO2bWx0J9S66972sN8a9lC1/WhhIDjSHfSQKrqj1P3v79JL8dFjs46mZuSK76QhaTQ3wY6eeOmUJBeno60dHRHDpkPM2oDCcnJ1q1akWjRo0eaOGci4dT2bLYsChFr1HhBIWXSrjn5p3m5ImRlKjFcu8hIW8R4D/inlLSLly4wMaNG4kriGOX9y4kpQSyTNfjMiM3iaNLdp074zPtM8wcHat839t5VIUdyrh6/iwb5s4gN01c72Pt4Ejv1yYS0KCR0evodBInty7D5+A0PCUDLQBusFLbgUWqATzevgUvRgTgZFO1tMmo5CimRU8jLkfcUBnAw8aDd1u8S2f/zlwuVjPnciq/JOv3XbuTBnbWjA/0pKebI8oHbGPjflNcXEx8fDxBQUFY3dhElGWZIo3uvszH2tyswu/m7OxsnJ2d2bVrFx06dBCOUSgUzJ8/n3Xr1rFr1y68vb2ZPn06Tz311M0xSUlJTJgwgS1btqBUKmnXrh2zZ88mMDDw5pjFixfz1VdfER8fT2BgIK+99hqjRt0Sxrly5QoTJ05k8+bNlJSUULduXb755htatmx5M1VvwoQJfPDBB2RlZREZGcmiRYuwt6/4RuX9RvRdKaMyvsFDX+NkwsSDhKTWkfxJFLJGvJDy+TACpY3hehdtWhoX27UX2tzHvYbbq69WyzzLsX48HP5BbJt0FSzthCaNuoQf3xxDdqp+6hxAcJPm9Jv4QTm5X/XVfK7PNSCeAHi/1xIzewui4zIY8M7f+vcMdUQXWDofWzMlMW3rY1nBehtJkvjuu++4fl28KCuTEwfo/1ZTvIIdITUGvg0Wjqf+U/CU8d1+Q+QWawifYjjFuLizN5iX/7mm167BAHcHTp86RdRfq/gkzXBK1u00atSIiIgIvLwq16vqfpCWmMeGb0+Sn1UitEf0C6Zx9wCUSgVqdTrHjw8lI3OPcKyX5+OEhn6ESlW1F3thYSG7du3i4MGDSEicdDlJrFMsOIF3hsy7K3V4ZgtOVCjwX7YU2xZVizzezqMs7FBGUswp/p4zg4IssQNh7+pOr7ETqFG3vsFrZOSXsHHrFgKPT6et4iRmQGMDYw9JtVnnNpL2XR+jSx0PnlEqeKYK885X57Pw1EKWnF5idFy/mv14rfFrpEt2zLqcygtx2RBn2PEFiHC0ZXygF+2d7R64CPDDQJFGR9iH4j5s/zYxH/fAxogIz+3Y2dlhZ2fH2rVriYiIMLiR9cEHH/D5558ze/ZsfvrpJ5599llOnTpF3bp10Wg09OjRg1atWvHPP/+gUqn49NNP6dmzJydPnsTCwoLly5fz4YcfMm/ePBo3bsyxY8cYMWIEtra2DB48mPz8fDp06ICvry/r1q3Dy8uLo0ePIt1WSxcbG8vatWtZv349WVlZPPPMM3z++edMnWpAXfcRxuQ4mTBRDRhzCKwbuOHyfB2jL8CiU6dIeFr8+q7x3bfYd+xYHdO8hSTBt63ETRt9msDw7WDAITm1YwtbFhiQ2gaGfDUf1xr+N/8vyzJZqy5QeFTssNi198WpV6lzEp9eQKep+pEgra8N2vqlEbre7o58X7/i9SGZ6VnMmSeWEjZXO+B4Q0782Q9b4Opzw0mMXgA/GmjE+8yPEPZ4he9/O1FxGTy7UJzGePvPWMYLdiqct/yJVqMhbjeIq7Bu4eXlRUREBPXr178vcuBVoTBXzfZlMSSeES+cazX3pMPzoVhaq5AkNbFxX5CYuEg41s6uDg3qz8PGpmr1Q5cuXWLDhg1kZpbOJcsii10BpdElM53M4K0SvQ+LkzRcRwzHfdw4FPf4uT/Kwg5lJJw4yt+zp1NcIFA1AZw8vYkcMwGf2uIay6OJWfy6/Qj1YhcwRLUFV+BFEBYqpcsO7PEfTeO+owjycKA5UFX5nCOpR5gWPY3zWecNjnGydOLdlu/i7tyOWYnXWZSRy6JocbphGZ1d7Bkf6EVzxwenntDEv49KpWLp0qWMGDGC7777jiZNmtChQweeffZZwsNv9UB8+umnGT58OACffPIJW7duZe7cucyfP5/ffvsNSZJYvHjxzTXGkiVLcHJyYteuXXTv3p3Jkyfz1Vdf8eSTpY3og4KCiImJYcGCBQwePJhffvmFtLQ0Dh06hItLabZFzZrlSwgkSWLp0qU3I0wDBw5k+/btJsfJhAkTlSN3RyK5Wy4Lba4v1sW6vpvR87NXryH5XXGKW/DGDdVaQA5AcQ587i+2RYyGnp8JTQXZWXz38kCDl23++FO0f35IuWPazGJSphtOH/Oc0BRz91I1quxCNY0+1neYJAdz1K1KRR6m1vJlWI2K7airi7Qsm7GBq9JRod0upya2Gl9emBKBg9uNlD9JgkWd4aqBppnjY8DRt0L3v5MP/zzNjwfE3xN1U1ckt1tpAy3jTtM46ZZojjEph5YtW9KyZcubL7uHBZ1WIvrPOI5tTRTaXX1t6TmyAU6epd+P5OQ1xBx40+D1GjVcgqurOFJrjKKiInbv3k1U1C1n9mZ0yTEWgPA4ifd/E0eQLWvVpMb8+VjcQ1P1R13YoYzYIwf5e/Z0NCViFUTXGv5Ejn4Dz+DyC7ZijY41x67yw+7ztM7+i3dUv9JEoaYJGFzBnA4aRsgT72Pt4IIb8GQV51yoKeSH0z+w4OQCo+N6BfWidcgIll6XOZBdwNAEIMGwWuVjHk68HuBJmN3DVXf2sGBtbkbMx/fWf+1e7l0Z+vfvT+/evfnnn3+Iiopi48aNTJ8+ncWLFzPkhnpuq1blRU9atWp1U+HuxIkTXLp0SS9lrri4mNjYWAoKCoiNjWXYsGGMGDHipl2r1eJ4I4X4+PHjNG7c2Oh7JDAwsNw9vL29DWZvPOqYHCcTJiqJrJNImXEYXbY4ncj73RaYORivHUmeMoXsFeIeQbUPH8LMTpweV2XSL8G8pmLbk4sgXBzt2v3zDxz+a7XBy766aDk2DuXrN3K3J5K7VewkWIW54jqw7s2dMbVWovb74p314m4+oFSwrnFNWjjd/fMozFXz29SDpHCSEmvxA92npBUvTuqEzW2CEkbVA70bwoidoKy8pG9+iZb6kw2nixR38gaL0mhB+/PHCEsRf2ZlBAQEEBERQWho6AMhB14Vzkcls23pWYP2PmMbElCvVJY+N/cke/4ZjkYjLpKuVfM9/PyGVDriEhsby8aNG0lPL6/Ml2mRyS6fXcgKGftCmfd/lQhPEEeXvD+fhlO/fpW67+086sIOZVyI3sffs6cj6cT1Jh6BIfQcPR53/8Cbx5IyC/l+bzxL98fTXnmSd1QreE55mecADGQ5ZwX0xLnPJ+BeGwDDSX1351TaKT4/+Dkn0w030rU1t6V33XHs0TTiVEEJy3Sw7II4egbwnLcLr/l7EmTz4NYUPkooFIoKp8s9CFhZWdGtWze6devGBx98wPDhw5k8efJNx8kY+fn5NG3alOXLl+vZ3N3dyc8v/V4uWrSIli1blrObmZW+16yt7/58MTcv/8enUCjKpfL9P/HwfLNMmLjPaNIKSf1KHI2wDHbEbUQDo+l4sk5HXO8+qBMS9M8Pq0vQ77+XqweqFi5uheVPiW0jd4GPfiVAemICyyYaEIkAerz6OvU7llfdkwo1XPtYnIIG4P5KOJaBtxwsWZbp+OUuLmcU6o0t68V0onU9PO/S1T43vYjlH0ahk7Wke+4DwfNfiYo3J7yJjf0d6oPn/oYVBprxdp8KrQ1/BsY4nJDJU9+JZed13tZowkt39bqdOUhIulg8BEodpcceewxXV1eDYx4GUhNy+fubExTliWXmW/evSaMufiiUCkpKrnP02ItkZYk/P2+v/tSuPRmVquIpTUVFRezZs4cDB/SvKSFxwvUEcQ5xIMv0PCLz0lbxYsC+Rw+8p35a5U2NCgs7hH6Mq0vbKt3jfiPLMuf27WbD3C8NjvGuFUqPV1/H1dcPSZLZdeE6CxYcIDo+k0BFMm+qVjLFLJopRsRCtW51UfX4BGp2BYUCwzI7d6dYW8yyM8uYd3ye0XF1PTtwxfYp4rROpAHfZAOIN8+G13BjlJ8HPpUQrDFhooywsDDWrl178/9RUVEMGjSo3P8bNy59dzdp0oTffvsNDw8PoaiBo6MjPj4+xMXF8cILLwjvFx4ezuLFi8nMzHzoshfuBybHyYSJu5AfdY3stbFCm3P/Wtg2N150r8vJ4ULLCKHNZfBgPCe9c89z1GPv17Btitj25kWwK9/jSJJ0rJ42hcsnxXVaLj41GPjFHFR3NOosOJJK1qoLwnPMvWzwGNsYxR19Rcb8cpT1JwW9mNp74uFoxcVW9TA3IrGbcS2fFR+XynZrVHlke4jn3KxZc/r06a1vWP0ynDTQjPeVveDVwOC9DSHLMr2XHyLmtDjVqkwFsPfJffjtFo957LHHaNy48SNRDF6QU8LWH2K4ej5LaK/Tyot2A2pjYaVCkkq4eOlTkq4sFY61t69Pg/pzsbY2kGIqIC4ujo0bN5JmQEDj9uhSjTSZb+fpcM3TH6ewsMB/6VJsmhiSGjDM/4OwA5R+98/s2sbm78R1hAA1wurT4+VxKBzcWH7wMl2+P0t24UnsKWSkaj2/qdaCEUdJNrNA0e1jaPYSqCzveeFyNuMsnx/8nKPXxam8AGYKc2T3waRatgOFkjQwmDc7LsCTkTXccX2Iohwm7j8ZGRk8/fTTvPTSS4SHh2Nvb8/hw4eZPn06jz9+q4521apVNGvWjLZt27J8+XIOHjzI99+XRqtfeOEFZsyYweOPP87HH39MjRo1uHz5MqtXr+att96iRo0afPTRR7z22ms4OjrSs2dPSkpKOHz4MFlZWbzxxhs899xzfPbZZ/Tr149p06bh7e3NsWPH8PHx0UsTNGFynEyYECJLMtfnH0dzRZx+4TWxGSpX4+HtkosXiev7mNDm8+WXOIoW9feCLMOvz8EFQeqblVOpw6Qq7/jEHz/C6mmTDV7ymcnT8Asr70jIGomULw+hy1ELz3F5oQ42DfQXgV9uu8C8bRf1jpe0dKd/qCfzwgIMziMlLoc/pt+K9hXaJlFgL24M+eKLL+oVtlKSB9NqiC9ubgMTY8HCxuD9RehkmbGnE/j71xgUBjIWijt50e/MXrzOZsFtGWp169alV69eD5WU693QaST2r7nEyR3iJp/u/vb0GFEfR3drZFkmOXkVZ89NEo5VKCxo1PB7XFxaV+jexcXF7Nmzh/379xscIyGRVCuJw9rDqLQywzZLdD8mTsVzGz0at1GvojCrXIpmxYUdPsbbu/9DKewApf3aTm7fxLbF8w2OCQhvTMBjg/n5TB5zj1/j7VlHUSLRT7mXLeYr8LDKNn6T5sOh/Vtg7ylsTlsZNDoNy88u56sjXxkdp7NuTI7Tc+jMDTcTt1YqGB/oxVBfN+wr2QjXhInbsbOzo2XLlnz99dfExsai0Wjw8/NjxIgRvHtb7fNHH33EihUrGDVqFN7e3vz666+EhYUBYGNjw549e3j77bd58sknycvLw9fXly5dutyMQA0fPhwbGxtmzJjBxIkTsbW1pUGDBrz++usAWFhYsGXLFiZMmECvXr3QarWEhYXxzTff/OefycOAqY+TCRO3oc0uIeVzcRNSlYc1nuOaojAz/hrP3bqVq2NfE9qCVv+B1Y0HXrWhVcP0YFALtszr9IFny+c+a4qL+f71kQblf2u3akefcW/pRT6KL2aR/v1p8RxUSnzeb4nSSn8vZsHBBKat1u/Ho27ozIwOobzgI05FS4zJ4K85t9KaZGSyXI+gM9dP7wN48803sbszjerKEVhsoNlp8xHQ23BKkYj84hKe2necE7kKLKPF0QydhxWPa0/gVljao8rc3Jz+/ftTp46BOqqHGFmWObs/mZ0/CdQZAaVKQZ8xDfGrU5r+kZ1zhBMnhqPVivt31a49mRq+AysUdUtISGDDhg1GC5StrKyo1b4Wn1z6BJ2so/EliUmrDAg9hNXFb948zH187nrvMm4JO3yIWp1ucNzDLuwApc7Ssc3r2blU3DAawDoknM2ObThxW6CxseIi75j/Skul+Dtyk+CO0GUy+DaplvlezLrI9EPTiUo2nEIMkOc8kGK7zqAQ7yO7masYH+jJ896uWJs9nI7uo4yx3jyPAgqFgjVr1tDvHmoqTZRi6uNkwkQ1UnjiOpm/iiVmHXsFYd/eQLTiNq7PmkXGd2L1pVoH9qNyvpdMfAF5qfBVbbGt28fQZly5Q8c2r2fHD98ZvNxLsxbg7F1eNU6WZNIXn6IkTtz41bFPMPZtxUpzs44nMmvFKb3jmpr2rH+mGY0d9CM8oqanOmUxmR5iZzYgIIAhQ4boL7R3z4CdBlKkXlwNNbuIbXcQGxvLr6tXs6pWE1IdXVFdzEEVl4+oxLuFTRJhUgrNajeja9dRj+RLvIzk2Bz+/uYEJYXi3KV2A2rToKMvCoWC4uJkjhx5luwcscKij8+z1K71/l0FEEpKSvjnn3/Yu3ev0XH169enQ+cOfHf+O5ZfWI7jcZkP1ugIE/cYxuerL3HsXfHob8WFHV4jIGDkQyvsACDpdBxev4Z/fllqcMwlm2B2u7ajUGUDEnhmZTJN9QfPqXYav7ijH3T7CMKeMNj6oDJoJA0rz6/k84OfGx2ntqpPvtPz6CzESogBVhaMD/Skv6eL0ZRhEyZM/H9icpxM/N8iyzIZy2IoPieOvHiMa4KFt/EidFmWufziQIqO6ItGqLy9qbl1yz33ddHj6lFY1Else+EPqHVLuCEvM52Frw4xeKnWT79Aq6ee0zuuvpbP9TlGGtUaUQ58/Wgca1fqK6fpvKw5Nqo9bnfUAZzec5Xdv+g7rSWWaeQ6ixXYevfuTfPmd3Rj0WlgXjPIShBPemIs2BqWhy8sLGTTpk2cPHmSEjNz1jRuT7atPTTuiuWuZKy04l4sa4bUoXGdEIPXfVTIzypmy/dnSL4kdqLD2vnQ9ulamFuYodMVc/7CFK5e/Vk41sGhMfXrzcba2ri8++XLl9m4cSMpKSkGx1hYWNCrVy/Cw8M5mX6SQRsHIa+T6HtQZuUOcXTJoW9fvKdMRmlbMZGJ3NyTnD8/mdw8w0prD7uwQxk6rZZDf/7OvpXi3x3AOdta/OPahmIzayxRM9hsM++a/3r3i3d6DyJGGWyqXVkSchKYcXgGe66ImyCXke/0LEX23UGhLzYTZmvF+EAverk7YvYI1BeaMGHi38XkOJn4v0OXryb502ihTWmjwntSSxTmxndApcJCzjcRy3s7Pv4YPl98cc/z1OPEb7BmpNg29ii43lq8b/v+W05s+Vs4VGmm4pWFP2Ftp19fk7X6IgUHxYtUu9Y+OD0mdhB0sky7fTFcW5+gZzOzVXHu3W6Y35bmcnhDPNHrxDVKuY7nDMqJjxo1Cg+P8sIWZMbDnEbC8QR3goFr4I4FkSzLnDp1itWrb0mtF5pbsqpZJ4o6lDbjVeSqsdosdpY6hbrzw5Dmj4SQgzG0ah37/rjE6d3iz8Er2IFuw+rh4Fpat3T12q+cP/+BcKyZmS0Nwxfj7NzC4P1KSkrYu3cv//zzj9F5hYWF0a1bN5ydndHoNEw7OI2BPw0kIFVm0a86HIr0z1Ha2uK/dAnWDe4u/lFhYQfvp0qFHSyM92t70NFqNESvXkHUanGLBIAYuzrsdWlNiZkF3ZRH+Fv1PiFKfZGXcoQPgE7vgnNgtcxTJ+n44+IfTDs4Da1kuMOZ2jKUAucX0Vro37e5gy3jAz3p5GL/yP/9mnj4+T+rpnkoMDlOJv5vKDqfScYS/VobAPuOfjj2DLzrNdRXrhDbtZvQ5jX5Q5yf04/e3DMb34Hob8W2d5LAqjQfNzXuEj9Pet3gZXq/NpE6bTroHTdW1wXgOb4J5p7inflMjZawPaew2iqW1b7waSQWKiWyLLPntwuc2ikWDpAUWjI8xYX9lpaWvPnmm3p9JDixAta8LJ70Y/Ogya2GvdnZ2axbt464uLhyw3ItbVjRoivSbalCZpdyMY8V1IsBc59rTN+GFa+BeRiRZZkze66y+1cDaomWZvQZE45PrdLU06ysg+zc9RKSJPBWgNDQT/D1ec7gIjUxMZGNGzeSnGx4EW5ubk5kZCSNGjW62cPq+PXjtF/WHnONzPAtEitPihcY7q+/juvIEXeV+i8qusrFS5+RlrbJ4Bil0oLQ2p/g7f3kQyvsUIZGXcL+lcuN9mk7aV+P/S4RBJml8pZqBd+bLTJ+Ud+m0HUKBFW+GbEhkvKSmHl4JtsStxkdV+D4FIX2kaAsL4DT0dme1wM9iahALzgTJkyYuBsmx8nEI0/mqgsUHkkV2txfbYhlwN1FQgr27yfxpWFCW8Dyn7FpaqC5bFWRJFjYHlL0a4TwrA8v/wNKJZJOx8rJb3H1XIzwMh5BITz/6ZeYqfRTVHJ3JZG7KUF4nlUdF1wHhxlc7J7KK6Tb4QtYHLiOVa5+f57jH3bDwVLFtiUxXDxsuHhfo8oj202cEtiyZUsiIyPLH5Rl+GUAXDTQWHbsUSTnIKKjo9k8ZYpwSKaNPSub31HjJMlY7k5BoRandkVN6oKX46NbswRw7WIWf809gdbAZ9Dh+VDqtfNBoVBQVHSVQ4dHkJsr/t3VqDGQmiHvYGam/5mp1Wr27dvH7t27jc6nbt26dOvWrVxfEbVOzWf7P+OPi3/Q/LzEytXiuVo3bIjvnNmYe3oavH5FhR1cnNtQq9b72NkZqCd8iNAUF7Pnl2Uc3/yXwTHHHRpw1rkeL1v8zTLVd4DhukisHKHrR9D4RTAz3nOtokiyxLrYdUyLnkahViwEA6CxCCHf+UW0luUVNHu7O/J6gCcN7CunkmnChAkTFcHkOJl4JJGKtVybIm6iCeDzUSuUlnf/+mf8sITr06cLbTV37cTcy3gPp0pjTDb7NhW4i4cOsO7LqQYv89wnM/CpXVfvuFSk5dpHhj8X95ENsAx2MmhfmZLJa2cTUZ3Owuqq/qJm2+vtOLMiluVvGC/gr9lX5sAhcTqWUE68MBOmBwnH6+y8+d52DNdS02HuT8Ix1+2dWN2ko95xRZ4Gy/1ix651iCvLh7d8pNN5ctOL2Lz4DNcTxCp3DTrWoPWTIagszNDpCjl37l2uJa8UjnVyakG9sJlYWelLOSclJbFp0yauXhWn/AGoVCoiIyNp3LjxzahSGcevH2fgxoE458lMWK1jgIG+wb5zZuPQvbvBe2i1ecTFzyEp6QeDYwCCgsYR4D/ioRZ2KOPq9Sx+nTcfxXnDf/fHHMPxdy3kHYsVOCiMp0nSagy0mwA21dcoM6UghZlHZrIx3rCMO0CBQz8KHXqD8pZD/rSXM+MCPKlp82hvbJgwYeLBwOQ4mXikKEnIIe07cQG3bXMvnPvXqtB1rowdS95W/dQQhYUFtQ8dRGkpFkaoMplxMMdAk83H50PjFygpLGTR0AGUFBYIh9Xr0JUer44TLvQLj10n8zexaqDK3RrPcU1QqAynHr15LomfkzMwS8jH6ry+OMDL1o44JKvZPOWw8HylUsFzU1qwfNVS0tLSSBMIrJX1lyhH3G74UdwLazct2UlryAfy9SMGV53c+KuhuFDfLC4P84tiZ2HmMw15ssndVRQfVjQlOvauvEDMPnFqnE8tJ7q9FIadsxWyLHPlyo9cuPixcKxK5UjDhotwciwfcVWr1ezfv59du3YZnUudOnXo1q0brq76kvRqnZrPoj9j9YXf6XdAZuVucXTJ8ckn8frgfZTWYienIsIONjZBhNb+CBeXNkbn+6AjyzKHL2exePsZtPvXEpZf+jcvcv2vOfvzotsBGqviACPOUu1I6PIheFZfGwVZltkYv5FpB6eRXZJtcJzGPIAC54ForG7JuA/1dWO0vwc1rCwMnmfChAkT/xYmx8nEI0HOxnjydovrZ9xeqo9V7btLgctqNRdat0HK1296a9u+HX4LFlR/9CF2B/z0hNg2fDvUaMahv1az5/M+Bi8xfO73OHropyTJWomUmUfQZRYLz3N5LhSbhh5CG4BWkmkZFcPVEg3K60VYHdNXH4wsMKe+RgXZ+s1wbRwtGPBeC9RSIbNmzWLWfP3UrKCgIAYNGqT/uW56F6LEzfe+ZwBJiOuM4l292Vy/pfgHkmQs9qaiLNIJzfve6Yyv08MfYRAhyzInd1xh7yr9BsQAlrYq+oxuiFewIwCZmfvZsXMYsixucly3zhc3Grje+r1duXKFTZs2ceWK+O8QQKlUEhkZSZMmTTAz0Fz2aOpRBm8aTMg1mQ9+1TFAMAUzFxf8v1+MVV1BVLXCwg5PExLy5kMt7FCs0bHqyBUW7oklLS2T9hl7CS24hKGkQi9PeNZ5L2YKIwXnrrVKZcJDe+mJqtwLaYVpzD46mz9j/zQ6rtChD4UOjyErS/8Wx/h78LKfO+4W1ZMKaMKECRP3gslxMvHQImskrk2NRi4Wqyt5fxCBme3dX7batDQuthMXM7u//jpurxgQILgX9s+FLe+LbRPOk1usZNGYlwye3v6FoTR/rL/QVhybTfoiQW0UgFKBz4cRwka1ZaSpNTTYVyqiochVY3VAv9Fry2IV7Yv1P1tXXzueeLMJltYqzpw5w/SZnwnv0adPH5o1a1buWFFeFmazwrDQiesapjGKkjs6KNnZ2WHVoy+fpouFCQAU+Ros94nT8ZoGOLPq5VYoH9F+LUnnMlk/5wSSJF4odx5UhzqtvG/ULSVy8NBA8vLEAip+fkOpGTIRpbL0d6DRaNi/fz87dxrv11O7dm26d++Om5thB0WtUzM1eip/n/mDkZskVp4Rz9dj4kRcXhqq52hXTNjBktDaHz/Uwg4J6QUs3hvHz1GJAFjrCumY/g/9CuMMntPeI46mLlcx/BVXlDpKLUaCefVtHMiyzPbE7UyN/oz0InGzaACtyod8l0ForOphoVAwPtCTl3zdcDQ3LU9MmDDx4GF6Mpl46DDWY8gqzBXXgXUrFBkqOnGChAHPCm1+Cxdg1776lKFusnIQxAh2XM1tkd+KY/OibzkzfLjwVAtrG0bOX4Kljb7CnSzJpC85TcnFbOG5jpFB2Hcwnn52NKeAXkdvRCSKdVjt1pclD9Yo6V9Q3nnxDXWmz+hwVBalEYTff/+d06dPC+8xevRo3N3dAYiJiWHVqlW4y2mM4idES7bT1OZ3bjUnbdOmDR07dmRJShYfXrpR6GLAaXqqSMX6PZeFti/6N2BAc3+h7WEnJ62QTQtPk56kHzkFaNjFj1b9QjAzV6LVFnD27Nskp/whHOvi3IawsC+xtCyNTF67do2NGzeSlGSgmyylne4jIyNp2rSpwahSGWXRpVYxEuP/lBD9Ndo0a4bvrK9R3eZ4ybJMWtoWzp3/AI0mw+D1XZzbUKv2B9jZVixF90FCkmS2n7vOwj2xHErIunncVptPn/Q9BBWJv9sAnTxjaex8zXDAqMkg6PAOOBrvo1VZMoszmXlkDn9eEn+fyii070Gh4xM4WTgwPtCTF3xcsb3Ld8WECRPVy5QpU1i7di3Hjx8HYMiQIWRnZ7N27dr7Oq8HHZPjZOKhIW/3FXI2inv/uDxXB5uG7hW6TvYff5D8njjaE7JpIxaBgVWdohidBr4KhULBAq9Wd5Kbf8IvH7wJLz4lPP2xN9+jVvNWQpsmpYDUWUcN3tprUgtUjsbrsX66ls7E8zfSq7QSVtv1a19sJBiVa4XiRrVEzWYedBsahvJGb6bi4mI+nfKJ8PrW1taMGDGCTZs28c03t9LvmnOcyYijFSvpTYZnO5544gmmeHkhyzLT41MYeDkV9oojIgCLwwKY+fMJ4tIKWC+w//NWJ/xcHj21LXWxlj0rLnA+StyDq0YdZ7oODcPW0RJZlkhM+oFLl6YJx5qbu9Kw4SIcHRqi0WiIiopi+/b5Ru9fq1YtunfvftMpNkaJroRPoz7lnyNrmPiHjpViwUtqfPct9h073vz/oy7skF2o5qcDl1n4Txx5d0TR7TV5dE7fhX+x4TTIbl4XaeCUInaWAtqUyoT7Ge6hVRVkWWZ9wk6mRk+joMRwk2KdyoN850G4OzXjjUAvnvZyxuIu8vAmTDzqDBkyhGXLlgGl4jguLi6Eh4fz3HPPMWTIED2RnH+b2bNnm/pGVQCT42TigUbWyaR+fQStgahCRRyDMpI/+JDsVauEttqHD2NmJ+5VVGUK0mGGuGGs1PFdlm+6xvV1sbDuTT27b50wnvlwGkoDu7BZf16i4IC4uN82whvnfjWFttsZHXOZP1Jv7GTLMpbbk1Ho9B+ar2dbYY6CBh18aTegNgpl+bqWxYsXG71PUVERc+bMAUCBzDBWUAPxIksadwqlsz/PULooe/fiVZacPW70+r83CsFHq6DzV7sZI2hY28DXkbWj22D2iKXjyZLMsW2JHFgdK7TbOFjQe3Q4Hjfk9jMy9hC1Y6jB64WFfYW3Vz+Sk5NZ/ccmLl9eY/T+kZGRNGvW7K5RpTKOpB5h6IbBPLVX4vl9Ms8Lxjg9OwDPSZNuiq/k5J7g/PnJ5OUZSD3l4RV2OHklmwV74vj7pPjv2FGTQ5e0nfiWGO5v1cP7PPUcr+s7S3ae0O1jaPA0KKs3knM2J423omaRkLLO6Lgiuy54eT3HmzVr09fDCbNHWJ3ShImq0rNnT5YsWYJOpyM1NZVNmzYxbtw4fv/9d9atW4dKpb9M12g0+n0NqwFHR8dqv+ajiMlxMvFAok0vIuVLsUKbRYAD7i+Hl1vAG0LW6YiN7IUmMVHPZlW/PoErf7trY8xKk3wCFojT/K40/pDfftkJZw1IcU+bhWew2OnR5ZSQPM1wo1qPcU2w8Dbu/KkliUb7z5CpuSWQYHEwDWWWfgX+qBwrOvYOpnnvQL3Uxz179rBjxw6j97odO/J5EwPNM70awMjdoDRDkmRGnUlg7fVso9fb2LQ2jR1s+OlAAi9+sUc45tN+9XkxIqDCc3xYuHw6g/XzThi0dx0aRmjLUpn8wsJ4oqIHUFAgbmYb4D8Sf/+xHDx4lAXfbQOOG7xuSEgIPXr0wMPDsKDInZToSvjkwCfE7F7L5F90/CbQ5VB5euK3aCFWtWs/ssIOJVodfx6/xsI9cVy6Lk6hBHBWZ9E1fQdeJYZ7n/X2OUeoQ5q+s9R+IrQeW9pbqRq5VFjM5JObORr7DSqtYSdOZ+aMh88IJjXoS3c3x0daxt/EA44sg8ZwD7B/FXObSomqWFpa4nWjrYmvry9NmjQhIiKCLl26sHTpUoYPH45CoWD+/Pls3LiR7du3M3HiRKZMmcK3337Ll19+SVJSEkFBQbz//vsMHHir8XtiYiJjx45l+/btKJVKevbsydy5c/E00N/uzlS9jh07Eh4ejpWVFYsXL8bCwoJXXnmFKbf1SDx37hzDhw/n8OHDBAcHM2fOHLp168aaNWvo169fpT++hwGT42TigaLgYApZq8XKX05P1MSupX6PGBG6nBwutIwQ2lyGDsXz7beqPEeDnPod/hA3yV0a34KMYks4q5+a1rBbL7oOH2Xwsnl7rpCzQZyiaFnLCbeh9e/qRKaUaGi0v3yKm+pcNqrL+tLm89qE0qevvvOm0+mYP38+GRmGa0ruJJRYnsPAznT3qdB6DMU6iSEn49mVlWf0Wrtb1CHU1gqdJNN37l5iksVy4jvf7EiQWzVHD+8zWSkFbFxwmqxksRR9kx7+tOgbjJlKiVabx+kz40lNFX/urq4dcHOdyLZt0fyzJwEQ9ykD6NGjB82bNxfuehrjUMohRq8byisbJF44J0798HzvPZxffIHi4qtcuPQZaTsMNDXm4RN2uJpdxA974/l+r/jv9nZc1Rk8kbsH6zxxFFaJRG/fc9R2uOPvrt4T0PkDcBVHtavKqbxCvoqL55/YH7HJ23DzuOgb4OjShfeavU6kd2C1zsGEiXtCUwifiZVX/3XevQYW9/b+6dy5Mw0bNmT16tUMv1HzPGXKFD7//HNmzZqFSqVizZo1jBs3jlmzZtG1a1fWr1/P0KFDqVGjBp06dUKSJB5//HHs7OzYvXs3Wq2W0aNHM2DAgLu2ibidZcuW8cYbbxAdHc2BAwcYMmQIbdq0oVu3buh0Ovr164e/vz/R0dHk5eUxYcKEe/rZHwZMjpOJ+44syaQtPInaQBNOzwlNMXevWF1K8YULxD/2uNDmO/MrHHr1qvI8DbLlA9g/R2iad74VJZL4z2zkt0uxdxHvmEvFWq59HAUG1NDchtfHqubdJdajs/N5/NilcsfMkgowj8nWG7vspRZ0qF2+RiUpKYlVq1aRmyv+3Yho0KABj0mbMD8jbpTKK3vJdwvjyeOXOLnzuMHrmCsU7GtZB3/r0rStxIxCAj/5Wzi2locdG8e1Q2X24C+qK0phrppl7+wzqIgXUN+VzoPqYuNggSxLXL68kNi4GcKxlhZewGi2bSuLPP0mHBccHEyPHj0M7kgao1hbzCdRn5C9di1j1kssE4yxbd0a7y9nkKU9xOnzH6DZOdng9R4WYQdZltlzMZ2Fe2LZd+numwpmSgUjwyxwPfw7OcnimiVzpZY+PucItr8lCoFXg9L0u5DO1TV1oPQZ8XVCKvuSD2GX9SMqTanwh+iJq1I5MrLxRF6p+5gpomTCxL9InTp1OHnyVu+5559/nqFDb6Val9VBjRpVuun6xhtvEBUVxZdffkmnTp3Yvn07p06dIj4+Hj8/PwB+/PFH6tWrx6FDh2jevHmF5hEeHs7kyaXP6Vq1ajFv3jy2b99Ot27d2Lp1K7Gxsezatetm1Gzq1Kl069atWj6DBxWT42TivqHLLSH5M3HqmZmLFV4TmqKo4EI4d/MWro4bJ7QFrV2DVZ06VZ6nEFmGxV3hqn46YWaJNUvjmiIL2k52HvoyjXv2NXjZwpNpZP5yTmgzc7HC642mRhvVlk5N5t31Z1liVz79TplejMUR/YXdJ/3qMzAigJKSEv7++28OHRJ0pzWAlZUV/fv3p1atWlCSD9N8QVSOorIm840L9DxxhcSzasSDwN1CxY7moeV6tqw4mMg7q8XjP+wTxkttgyo83wcdSSfx9zcnSYzR75kFYOdiSa9Xw3H3swcgPX0HB3aMMHi9jPT+xMSULYHF6Xrdu3enRYsWlY4qlXEo5RDvrBjK27/reFG/DzEAPgtmk+pzkItJS7h43PAL+2EQdsgt1rDiYCIL98STnl9y1/H1fBwY2T6YxlY5bJk/k5zUFIiFO9tIW5lp6O1zjkC77NID5jbQ7UtoMhhU1dPsVZZldmbm8XVCKoeyM7DJ/Qvb3NLIpJOBc9r59+TDFhPwsvWqljmYMPGvY25TGvm5X/euBmRZLrc5cWf7jrNnzzJy5Mhyx9q0acPs2bNv2v38/G46TQBhYWE4OTlx9uzZSjlOt+Pt7c3166WpxOfPn8fPz++m0wTQokX1CtA8iJgcJxP/OYWn0slcflZoc+gRiEMnP6FNxPWZX5OxcKHQVuvAflTOd4/KVAp1gcEUgJNZXmxN0d8dt3Vy5qXZC7GwEi8GZa1E6uyjaNPEAhjOz9TGtonxCIAkyWxfGsOn5gWcr2EBdrdshvoYPR7miOeVPcRuOsQUw+1vytGwYUN69+6NhcVtC7mrR2CKuK6ioMlQGjm9RJ5Ogmhxr5naNlb81aRmub4tkiTT/7v9HEvMFp6z7Y321PSwr9ikHwKObrlsUOQBoHnvQFr0DQagoCCWA1H9KSwUj0+83IDExHBkWexgBwUF0aNHj3Ivu8pSrC3mk71TsFu6jn5RMvMEY2yfjSSlRyx5Rae5pnsVBArmD4Oww7mUXBbuiWP1UX3hERFPNvFlRLtg6no7cOXsaf6eM4NL+zK4JBhrqyqht895/GxvuFEtX4F2b4JdxRRC74Yky/ydlsPXCSnEFBSjKrmEXdZPmKvjMHQHG3Nb3mv5Ln2C+6B8CNIiTZjQQ6G453S5+83Zs2cJCrq1KWhre39+njtFKBQKBZIk3Ze5PCiYHCcT/wmyLJP581mKzohTWTzGNsbC105oE13r8nPPU3Sj98DtmPv4ELJlM4oq7p4bJOsyzA4XmrYk1+RUtn7t1ZPvTCGocTPBGaWUxOWQtvCkQbvPhxEobQwr52g1OjZ8e4r4c5nMeMIZbZACuM2hUeuw2qlfN+GhyKOX5TmIA31JCH1sbGx444039CMSe2bADnER/7MNZrDL5cbOk07/IdvS0ZZfG4Zgc0dE8UpWIW2/EEuUB7jasO2NDpg/Iul4V89nsfZrcT8yAO+ajjz+emPMVEo0mhxOnRrD9bSNwrEZ6TW4cKEVWq2V0N6tWzdatmxZ5ahSGYdSDjFj0VA+Wq7jRdEALwdSX05H5wnwJwj2Ah5kYQeNTmLDqWQW7onjzLW7p6e62Vkwsn0wz7bwx8Gq9G/18qnj/P3ecDYUiIvTHc2LiPQ5j69NHtTsCl3Wg7f42VLp+Usyv6dm8nVCKonFapDU2ORtwDbnD4OOEkC3gG680fQNatgb7/VmwoSJf58dO3Zw6tQpxo8fb3BM3bp12bdvH4MHD755bN++fYSFhd20JyUlkZSUdDPqFBMTQ3Z29s0x90poaChJSUmkpqbeTO+uTMbKw4rJcTLxryIVakprdQQoLM3web8lCvOKyeVKBQWcbyp2RByfeAKfaZ9VeZ4Gid8Dy8Spdb8mNORakUO5YwHhjXly0hSUBiSAZVkmY1kMxefEqVgOPQJw6GS4Mau6WMuar46SnpRPjo2SOX2doIFL+UE6Gatt+mkKKnS8YHm0woI/rVq1okePHndcWwvfNIdMcfSofqu1pFuIo3w93RxYWC9Q2L/ljyNXmLBKrBT3TmQdXulQvQXw94uC7BKWvrPP6JjB01pj52yFJGk4fmIwWVn7heOKiuyIOdORwkL9zzsgIICePXvi7V0xMRVjFGuLmbbtPWrO20izSzIfCcZkP6+lsI0ECv1cvQdZ2OF6bjFL9yewcE8cWgO1ZLfTpqYrI9uH0L6WW7k0mvi9G1n27XzUWvE1nC0K6eVzHi8fN+j6EYQ9XinlLUMU6SSWJ2fwdUIqGZrS3k8qdQJ2WT/hXiJOzQSwUFowqeUknqj5BGbVLFduwoSJilNSUkJKSko5OfJp06bRp08fBg0aZPC8iRMn8swzz9C4cWO6du3KX3/9xerVq9m2bRsAXbt2pUGDBrzwwgvMmjULrVbLqFGj6NChg17aX1Xp1q0bISEhDB48mOnTp5OXl8f775f2yHyUayBNjpOJf4Xii1mkf39aaLNr64tTn+AKX0udlERst+5Cm9dHH+E84JkqzdEo0Qtgo1h5b8HFFuRry/eOGjRjHu7+gQYvp7leSOrMIwbtXu80R+UkjhYU5alZ+dkh8rNK6yniPVT8PMBFf6As47AtEbVAjOIFyyOYK25FfhwdHcnJubPK4sbPMmgQwcF3/H4y42FOI+H43U5NGRD+lXAh+KyXC1/V8RP2cJEkmecWRREdL3YiN73ejjpeDkLbw4ROJ7Fu1nGuXcw2OObx8Y2pEVrqACUkfEf0MbHIA0DMmQ5kZOg71126dCEiIqLa+ntEX4vi1xnDeHmjxLMCe2F9iZwhWmRBSv+DKOwgyzLR8Zks3BPHjnOG5b5vZ1jbIIa2CaSG8x0/pLqQi79+zN8bT6IzkBLpbplPT58LePR6AyJerZbUoTytjiVX0/k6IYWiMkdP1mCdtxn3bLHgRxkda3RkQrMJBDoG3vM8TJgwUT1s2rQJb29vVCoVzs7ONGzYkDlz5jB48GCjDXD79evH7Nmz+fLLLxk3bhxBQUEsWbKEjjeahisUCv7880/Gjh1L+/bty8mRVxdmZmasXbuW4cOH07x5c4KDg5kxYwZ9+/bFykq8nnkUUMj/Z22Cc3Nzby4aHRwe/kXZg0bW2ksURIl7fbiPDMcyuOI9RvL37SNp2HChLeCXX7Bp0rhKczTKH8PhlH6TXJ2sYO751uUWSU37PEHHgWL58TKy/4olf5+4SNWmmScuT9UW2vIyi/llchRazS1nZ18dK3Y0FBeeBm4/S4pW//v8tOVxbBUaHnvsMRo2bMg333xDZqbYUZk4caJ+HvXJlbBaLD4wvvZb/OrdW+/4q37ufBjiY3DHKSWnmIhp24U2Lwcrdr/VEUvVw78LfujveA7+ZViOOqJfME17BgKQmbmfY8cHGhybne3JqZNdgVvfP39/f3r27ImPT/XJ7hZpi5i5diKtv9yOV7Z4TPo4DepQ/ddGUNDrN4QdHowXZqFay6rDV1i4J46r2eL6wdup6WHHyHbBPN7YR//7J8vIMX9yfsXn/H3BcIqhl1UePTvVwrXfh+BkOHJcUTLUWhZeSWP25dRyx83USdhlLcei5IyBM0uZ1GIST4c+jbmy+ptlmjDxIFBcXEx8fDxBQUGP9GL9YWHfvn20bduWS5cuERLyYGWKGPuuVMY3MEWcTNwzUomOa1P2gwEX3GdKK5RWFf+qZXz/PddnfCm01dy9C/MqSCUbRaeFWQ0gT9/BuZzvxO9J9eE2hbxXFvyErZNh0Qldrprkz6IN2g3Vc2UmF/DrR+XPU6vy+KWjLUmu+os1hSzRdMdRTmu9SaH8H/rKYU1oUcsb6E1WVhazZ89m3Tr9vj7BwcEMHDiwvJMjy/Drs3BBrBjRuvnPxNmUF/CYFOTNuEDjv5c/j19l3IrjQtuEbrUZ2+XBiU5UlaSYTNbNOW7Q7hfmQp/R4SjNlBQXJ7N9h/EXS1RUfzTqW85y586dadWqVbV3jY9O2seed0fQ55DMkwJ7dlcdhY/r4DZ/4kETdohNy2fxP3H8elCgQiGgd7g3I9sF09DPSTwg5RTy1snEHDnFpuTQGwf1/w59nSR6jBiFc7M+VZv4bSSXqPkm8TqLr9yR8ihrsc7fjl3Wz0bPb+3TmonNJlLTWdxE24QJEyaqkzVr1mBnZ0etWrW4dOkS48aNo02bNg+c01SdmBwnE1WmJDGXtPniuhSbxh64DAgV2gyRNGo0+Tt26B1XWFtTOzoKpUX1SPLepDATpoulrA+k+bM/PeDm/7uNHEt4lx7CsWXk7btKzl/i2h/LYEfchjfQa1SbmpDL75+XSprL6CiwT6DI9ioapRnft+sL6Kfk+WekUPvERfZqgjlN+RqWhQOb0r1eqVra6dOn+f3334Xz6du3L02bNi1/0MjncdXSnYgWv6K5bef689o1GOJrvMBflmUGLznEngtpQvv6sW2p71vxKOSDSF5mMT++K65DgtIMxsGft8HW0RJJUnP02LPk5BhO2zx5ojs5Obec0AEDBlC3bt1qnTOURpe+WzyKnrOicADuXPYXeMrkj9Kgu01VwMf7GUJCJmBxn4UddJLM1pgUFuyJM6i8eDv2VipGtgvmxYgAnG0NPEcK0mHPDOSo7ziVfbtCpv5zzD/Ag+7jP8HR27fqPwQQX1jCnMRUfk3WjwKbaZKxzfoFy+LjRq/xZrM3eb7O85ibmaJKJkyY+G/Jy8vj7bffJjExETc3N7p27cpXX311v6f1r2JK1TNRaXK2JJC3Q7yr6zo4DOu6rhW+lqRWczGiFVKhvgKVXceO1Ph2fvUXGaaegW9bC01/JtXlUn7potDJ05tBX87D3MJSOBZKo23Jn0Yha8TynG4v1ceqdvnoVNK5TNbNOo7aIotcp7PISu1NW46VDb+2FNdztYo9TQdrJ2ad0v883utVlxHtg5FlmVWrVhETEyO8xpgxY3Bzu2PRG/8PLBPvls/0H8T0oFvpiN+GBfCE590l3q/nFdNiqjgdz9nGnAOTumBVQVGQBxGdRmL1V0e5bqBpM8CTbzbBu6YTAHFxs4lPEDdJLrU34eqVekCpXPiAAQP+tbSTqLNbiX9jHI3ixY/+tBe0aNqUfp+VSktCQz/G2+v+CjtkFqj58UCpiEOhWnfX8c0CnBnZPpiudT1RKg08P7RqOLoMtk5GVhdwPMubHamGIzVB4Q3p+vLrOLhVXSr8bH4RX19OZd31bH2jLGGVvxO7rJ9QYPhnbObZjLdbvE0dl2ruTWfCxEOIKVXPREUxpeqZ+E+RtRLJnx9EytcI7d7vt8TMruIRIc3161xq30Foc5/wBm4jDDf1rDIxf8JKsUrN0tgmZKhL63ue/mAq/vUbGr1U0el0Mn4W96Iyc7TA683mKMxvLTRjohL5c816SqxvFKXf0ULnsosnGxu0El7vj0Yh+OqUdNx8lTvFq59uWoMZTzekuLiYKVOmCM+3tbVl/PjxelLU8ub3UBwQdeCBvo3mccixAQA/hwfT1bVimwwbTyXz6vKjQtuYTjV5s0flopAPGgfWxnJ002WD9rZP16Jhl9I0xrS0XWzfYbgGLjPDlzNnOgJKnnnmmWqTiBVRqCn8H3vnHR5F1cXhd3fTeyUJIZWEJJAECL2DVClSpIggHQRERVCaSG+CdEGxACKgFBWUKr33Glqooaf3nt2d74+FQLIzKZAQ8Jv3eXwkc8/cudvn3HPO7/D79N7U+f0S1kCVPONRQVo0fdQIpmBnW58KFb7C3Lz00r3O3ovnx4O32X5JX05fjJ613elf3xsvhwIEGG7tg10TIOIiWgHOxrlyICpE0tynRh2a9h+Cha2IGEshOJ2YyrzwCPbGJYuOK9VRWMT/hnG6fiPt5/mk6if0qtQLY5X0Jo6MjIyMTMkjO04y+ZIdmUrkfPEbYeMKtjj0rVSkiFDauXPc7f6+6Jjbjz9i0aD+C60zX/ZMgUPioeMlYbXJ0BriU6MOvUeMRZGPio2g0RK1+DzZEami47adfTGv7owgCISGhvLnn3/mNhDpf3vKw58znuI7x2frVMRcq6DylH/1xiq6WLH1k/o8ePBA0mESkxPXZqeTMacCZllJiL1qvvW2kmxgweaqPtSyKXxfrYGrzrD7aqTo+OaP6knXkbwBhF+MYetS6X5bXpUdaPVhEEqlgrt3z7Jnb2NJW61WyckTnXBx8aN79+506SLeFLm4OHroVzQjZ+CQBHndco0Koj7JRvAVSlXYISNbw1/nHvLDwdvciRH/bD2Pm50pgxqWp3NIOUyNCohaxt7S9Rq7rPssagQFp2PLcTi6geQpfnUa8Fa/wZhZFS2FVBAEDsanMD88guOJEo9D0GKcehjL+FUohEzJuSo7VmZ0jdEEOQYVaQ0yMjIyMiWL7DjJiJJ8+CGJW8TrdWy7+WFetUyR5otfv56ICRNFx8r/uxMj95dXoMqFIMCK1nBPv/YkMcuYn2/VQEBBn3nfYe/qJjLBMzLvJhH9nXgtF4DpJwFs3b2N21v2wJZCLA3YXrMp90wt9casDJSE1gtEKYDvl+LNTm9Of5vDhw4yebJYRx19OfFsrcDk43uY9u+7KIG8unybHN9icMWJ7K5egRuW4qp9YsSmZFJt2m7RMXMjFafHNy/4xvY1JTE6ndVfHZMcNzBS0mtGXYxMVezY8Q9//9MfS0txtUKA8+da0bLlEAIDA2nerCRW/IzHjw+xb+wwqh7PQiypMry5Fpvubvj5TyHQTjxltSS5H5fGz4fvsPJoeKHsmwU48WEjb6p72Ba8SZORBEcXw8HZOYc0goITMe4ce65mMS+VGjWlUa8BmFrofyal0AoCO2ISmR8eSWiKtGqfUh2DecI6TNLE+9k9ZUjlIfSp1Aczw8J/BmVkZGRkXi1yjZNMDoJWIGrRWbIjxDveO4+ugYFt0XakH335JYl//Ck65nfmNMq88tcvS1YazBBv+nk5oQw7HvtRu1M36nWTln4G3e5x3OqrpF+OzXVci8AV1X2OG94o0rJqVWlIvdYNqHBEXD74nTI2/FDJE0EQeGvuAdGd9/MTmrHqp2WFkhNP12jpfuEW/ldWM+vmAlH7ARUnM7btYMqbFe013X0lkgGrxFOLBjX0Zlzr4hcyeBWoszRsmHWauEfSUY/Oo6ujNUll2bJleHqexc1dWg46NqYFbdvOxcysZG+EtdpsHjz4laPrZ1H5J3FHNdIZbCY0pWL9Sa9U2EGrFThwPZplB29x/La0Y/kUIwMlgxp406uuB2UsC/G+1Gp17QN2T4TkZ20Q1FoFR2M8OBUrvSkS1LQljXr2w9iscN9Baq3AX1HxzA+P5Ha6dLQIQcA47Rj2iavJVoun6AEE2AUwpuYYQpykUwVlZGTyR65xkiksxVXjJDtOMqjjMoiYfUp0zNDVgjIfVdFTg8sPQaPhVouWZD98qDdmUjkYz99/L37Bh4T7sCBQdGj34/JcSCjLkB/XFJh+kx2dRuTcZ4pncYoUDhheJlaZUuilGGXYYZHkS+cRdSjrY8PNtAzqn7gmajvD15V+5XTF5p/8do6/L+hLom8bHML6lctEzy9fvjw9e/ZEoVCQpNbwztkbhKWk8ff5YdRIEr+pjxxyDienwjcgBp0jOey3c2y9KN6j648hdajm8WJ1IKWJIAgc2XCTCxJiJwAN3/PlQfolTpw4gZ3dfSoF7pe0NTKqTf16q1AoSjbSlp7+gBs3p/Po5r+wzAiPcHG76OGNafDhklcm7JCYns2aE3f58eBt4tPE6yGfJ7icNYMaetOqkjMGqkKu8cEZnaMUfijX4WytkiPRHpyJKyd5apWWbWnwfm+MTApOkczUavntcRzzwyOIzFLna6vUJFAj+29uR+3K165/YH8GBA3AwqhwabAyMjL5IztOMoVFFoeQeWlSz0QSv+G66JhNO28s6hVNaleTkMD12uICB/YD+lPm88+LvMaCiD+xEdvt4gX4v4cHE9x/Cs0aNKGg7KiE7XdIOHCXcwZ3uGAiXfyvhwBWCQEYZ+qcn27ja+JQTndTtC06gZB950VP+yfElxrWup3uJftuMmdnmJ7N4lb2nNm/g/Ur9Z3ad955h5CQEKKzsqly9DKRWWrKZMZy8bhYFx5QlwnEYPBBUKooShes+NQsqk4VvxlUKRVcnNgCc+M372vk1tkodvxwSXK8XKAV52O2IiCw9fgWatTcTIOG4rYqlQX16u7H0LBgtcEXRRAEoqN3ci3sK7Kz4kjZqaLC3yo80BdkuVXdibeW/omZlR0lHfu7/CiRHw7eZvN58SbPeelSrRwDG3pTwanwKXEkPYYDs+DMSr2hLI2Kg1GeXEiQbgJcrW1H6nXtgaFx/jdVqWoNKx/FMj88ghSNuErmU8yUCtqbX+f87e+ISddJ7YslNvvY+DCm5hhqudTKdz4ZGRkZmTeDN++OR+alEASBmJ8vkXkzQXTcaUQ1DMsULbUoI+w6d9q3Fx1zXTAfq1atirrMfNFqNZyb2pFqwgHRGo6NaZ3oMP0H3iugSejtqzfZ+PsG0hRP0m4KsVllkuaEebI3SuHJ3AroOaUO1o7PdrCn3nrEkntRoudfrFuJMsa6c7defMxHa/MKbwgM944l4dEdzuzXP3/YsGFkWFhR78RVMp84Zc1jjvDr5XHiC24xDep+XOQP+oHr0fReflJ0rE9dTya9U6mIM5Y+8RGprJ0k3ZhYaSQQZXMMQakmNk5N1WrbMDdPlLSvUf0vrKyCS2KpAGRmxXD2bHfS0nS35MI9BdaLDXFM1XeW0o1Au2AC1d/qXmLOUrZGyz8XHvHDwdtci5BOQXuKk5UxgxqWp1sNNyyK4lxnZ8CpH3Xqd4K+A5OhUXEg0ptLic4iJ+uo1bErtTu9h0E+vd/is9X8+CCa+eGRUr27c3A0MuBDFyOiHq/lr5t/ACBe3QcfVPyAD4M/xNr4ze5PJiMj899DoVDw119/0aFDB8LDw/Hy8uLcuXNUqVKl2K+1cuVKhg8fTkJCQrHPXZrIjtP/CZrkLB5PF79pVFkb4fxFDRQGRUvnSdqxg4fDPxMd89q8CRO/4pWevn32FGmrehBoE0k1kfFHnfdRNjCEziJjGRkZ7Ny5k3Pn8gh655MxqNQYYZnoj1GWTa7jppaGdBtfE3PrZ9LAWkGgxenrXBIpEi9jZMCZOpUwfJLueP5+Ah2WHMllY4iaHia6tSXk2by3sLCg7aAhND5zg+9DH+Qcnx82i+4R4gISfHgIXIp+Uz9y/QX+OPtAdGzdoNrU8i58j67XgawMNeumnyIpWrp4P97+DGrDVEDAu/xpXF3F0yoB/P2m4eravQRWqiMqaiehl4bm/K3IALuvDDFJFX+jnu9QkQ5TfsXUqPjrqCISM1hx5A7LDoqLxOSlYQVHBjXwpp6PfdFScQUBru/QOUox4hHwdLUB+yK9uZokHS+t26UHNTt0RmUgvmESmZnN0ntRLHsg3oz5eTxNjRju7oSjOpQ5p2bxMOUhy26K27pbujOm5hgalJNW6pORkZERIzo6mgkTJrB161YiIyOxtbWlcuXKTJgwgXr16pX28l6Kbt260bp169JeRrEjO07/cdIvxxL7q3gzVKtm7lg1k1aakiLqm2+I/eln0bEKx4+hsrEp8pxSZKWn8fPH/eleZi/eRhmQZ+pYA3fsxl1AoVTyfLLOlStX2LBhA0Up4TNNccM8xR0F+vUpti7mvPtFCMZmuW/KErPV+B0WT/nq6mzLooBnz+/DhHTqzdqby8ZRkUwbY/EbdZe6DZloqKsb+uaMTozCTJPG7cNviz8AlTGMDoci3kQnpmdTebK+5PlTQie1wNIk/+jd64QgCBxYG8blQ9LpY0lWYWSa6eTTHRzuElDxoKStk9M7VKo4t0TqhDSaTK5cGUlUdG4H2GiHEoe/xb+eb7qAy8IFVA9uWWzRJUEQOHorlmUHb3PwesGOBeiEQPrW88TF+gUk1aOu6toEhG2TNElTG7InsRrXo6Tfew3e70P1th1RqvQ/s3fTM1l8N4rVj2NFzsxNoIUpn3k6UdcSvr/wHWuvrWW6fvZsDt38uvFRlY+wNSm59EwZGZn/Pu+++y5ZWVn88ssveHt7ExkZyZ49e4iNLfh763XH1NQUU9OSbblRGpSq43Tw4EHmzJnDmTNnePz4cU74MD/279/PiBEjuHz5Mm5ubowfP54+ffq8kvW+ScT+fo308+I3QGU+qoKRWxFqDNDdWIV37UZGaKjemGG5cpTfsR2FQfG9nc5u28zRX5cyzO84Q0RqvTOqfohJ+9nYoyvq27p1K2Fh+dzp5MFWa0GdzADOJpqikbAp62tD248rYygiqX01JZ0mp8SvN8/PjffLPovMpGSqCZy4M5dNFYOHVDHQv7F/ZG3P31X0d64rJ19j59kPxRdavT+0nSfxKKQ5cjOGHj+JRyG713RnZqc3q4fM9VMR7PpZfJMAIMM0gmSr66AAU9NEGtT4W9LW0NCeOrV3Y2hY/AIyyclXOHmqnd5xVSQ4TZZOLTs4uBZ9Pl5GQDE0QU3JVLPu1H1+PHibiKSMAu39nS0Z2MCbdpXLYlTEyDQAaXFweJ5OKjy/dSls2Z3ZjFu3pBvfNu41kKpvt0WpzP25vJaazsLwSP6KSihwObWszfnM04lGtpYce3yMmSe+YsyVcEl7Z3NnxtYcSxO3JsUvbCMjI1OsCIJAulo6y6AkMTUwLfR3REJCAocOHWL//v00atQIAA8PD2rWrAnA559/zrVr19iyRdfnZMGCBXz22Wds376dVk9KIHx8fBgzZgwDBgzg1KlTjBs3jnPnzpGdnU2VKlWYP38+ISGFV+48cOAAX3zxBRcuXMDOzo7evXszbdo0DAwM2LJlCz179iQ2NhaVSsX58+epWrUqo0ePZtasWQAMGDCAjIwMVq9erZeqN2nSJDZt2sTIkSP56quviI+P5+233+bHH3/E0lJ3T5qcnMzgwYPZtGkTVlZWjBo1is2bN1OlShUWLFhQ6MdRkpSq45SamkrlypXp168fnTqJF7U/z507d2jTpg2DBw9mzZo17NmzhwEDBuDi4qLX6PP/EW26mkeTJXrPqBSUnVgHZRH76mhTUwmrVl10zPrdTpSdPr2oy5QkKSaaHz/qi51RKn3LnyVEJNNP23kFZ9Ld2Lp1K5ybVOi5a2X7UknjhhIF59PU3M0SENMRLF/VkeYDKqGSUPj6KzKeIVfExSN2VKtAFatn0R61RovPc72YFGjpZHQJS2VuKeNwe2d2BNYWnfPje6v58s6P4g+qxx/gW/SmQOP+CmXtiXuiY6v716K+76uTq35ZYh+m8PtU8VosAI0yk3iH0whKDUplNtWrbcXUVLo+p2aNLVhaFm+VkCAI3An/ljt3FugPasF6qQHmV8TfbykmELVqMm2Cu75UdOlmVDI/HLzN+tPiaZh5eadyWQY19CbQ9QXrdDRqOL9al36XIV0nBpAUOJBdVw0Jv/R0U0bfaWrafyiVm7XK1aD6bFIqC8Ij+Tc2qcDlNLGz5DMPJ2raWJCclcwPF3/g439W5ntOJ99OfFz1YxxM35zPg4yMDKSr06m1tnQEWU68f6LQvdgsLCywsLBg06ZN1K5dG2Pj3JtijRo14qeffkKj0aBSqThw4AAODg7s37+fVq1a8fDhQ27dukXjxo0BndPRu3dvFi9ejCAIzJ07l9atW3Pjxo0cxyQ/Hj58SOvWrenTpw+rVq3i2rVrDBw4EBMTEyZNmkSDBg1ITk7m3LlzVK9ePdd6nnLgwAFGjx4teY1bt26xadMmtmzZQnx8PF27dmXWrFlMf3IvOWLECI4cOcLff/+Nk5MTEyZM4OzZsyVSg/WilKrj9Pbbb/P22xJpRyJ8//33eHl5MXfuXAACAgI4fPgw8+fP/792nDJuJRDzo34kCMC8jgu27X2KPGfW3bvcaiku6uA8dQq2XboUeU4xBEFg14/fErpnJ+UtYhkZIB4x+I6eROIIGy8CF/Ods6zGjgZqfyyF3CHi7YnZZIlk7lVqUJZG3f3ylVwfd/0Byx/GiI5drheIvVHuj1L7bw9z4YHuhtFCkUFn49yvz/Uy5dgbIO6QqgQ1B071wSddQiL785tg4Si5VjGSM7IJmiSdjndhQguszd6MdLzMdDW/TTpOamKWpE2c/Wk0hmmAgI/vCVxcpPtuVQyYg4tLwRs3RVpjZjRnz72fI+yQF+NQBfbfST/fC9+3ZN7Y/S/UDFWjFdhxKYIfDt7KeQ/mh42ZIYMaetOjpsfLvQfCD+scpYdn8rfzbUlC5Y/4948d3L8SClfFU1VbDP6EwMbNUSgUOtn4hBTmh0dyJKHg1gBtHa0Z7uFE4JOGzqciTjHr4Ciux4vXUAHYmdgxttZYWnq0lKNKMjIyJY6BgQErV65k4MCBfP/994SEhNCoUSPee+89goODczkq1apV4+DBg3zxxRds2rQJ0GVgubq64uOju8d76623cs3/ww8/YGNjw4EDB2jbtm2B61m6dClubm58++23KBQK/P39efToEaNHj2bChAlYW1tTpUoV9u/fT/Xq1dm/fz+fffYZkydPJiUlhcTERG7evJkTPRNDq9WycuXKHEfugw8+YM+ePUyfPp3k5GR++eUX1q5dS9OmTQFYsWIFZctKq6aWBm9UjdOxY8do1iz3DnvLli0ZPny45DmZmZlkZj7b4U9KKnh38k0h4Z9bpBwRr+NwGBCEiY9NkedMOXSY+wMHio55/LYWs6pVizynGBE3r7PmyxEA1HG4y8gA8QjIbAaTRv45ss2da+Eebo5CROnheoaGqxn6ylzVW3tSs51XvjdIGkGgwYlros0uvUyNOFQzAIM8ztbYP0P57aTusXgpY2lk9OzG+VJZLw77Vpa8nnv6Y06efE980KsR9NoMRbyhO3E7lm4/HBcdezekHHO7Sq/ndUIQBPb8cpWw49IpXEnWV8k01aWnOjrewT/gsKSti0sXAvxnFusNclTUDkIvfSQ5rkgDp3GGKLPEr3nKV4HtvJm0823P90W4bkxKJquOhrPs4G0y1fnLaAPU8rLjw0beNK5QBmUR+rPpEX8X9k2Hi+vyt7MrD80nE2dVlR3fL+Dx39fg7zmipm8PG0lA/cYA7IpN4oszNzifLN6Q+3m6OdvxiUeZnGbOadlp/BT6E91DJaK1T2jr3ZZPQz7F2VxaoU9GRubNwtTAlBPvSyuolvS1i8K7775LmzZtOHToEMePH2f79u3Mnj2bn376iT59+lC5cmX279+PkZERRkZGDBo0iIkTJ5KSksKBAwdyOSmRkZGMHz+e/fv3ExUVhUajIS0tjXv3xO+v8nL16lXq1KmT63exXr16pKSk8ODBA9zd3WnUqBH79+9n5MiRHDp0iJkzZ7J+/XoOHz5MXFwcZcuWxdfXV/Ianp6euaJfLi4uREXpVIhv375NdnZ2TqoigLW1NX7FLDT2srxRjlNERAROTrlVlZycnEhKSiI9PV20CG3mzJlMnjz5VS2xxNFmaXg05RioxUUPyk6ojfIFdo1jf/qJqG/mio75HDiAoVOZIs+ZF41azbqJo3l8MwwQeNfzKp6m+gWQSViwgP5o0U9fCgoKolWrVhinK4n45rTuYLj+tXYnZZOa5x6yfhdfKjd1K3CdcdlqKkoIPvRxdWBWBf2iqxVH7jD5nyuAQBPDm3ioEgA44+7HKa/8k6y2G52n6q5PxQfbLYJqvQtcc14m/X2ZlUfDRcdW9K1BE7+Xfz1fBVePPmLvKmmVu3TTR6RY3QQFmJnF06D6FklbExNXatXcioFB0er7pJASdsiLzXYLzP6Rjo599YkdqwbuIqCQ0aXT4XEsO3ibXVciC2Xfu44H/et7427/ksp7mSlwfKnOWSqIZpOh1ofERESxY+l8IieJN3BWKJS0HT6K8rXq8XdUAh+GR3Bj/4UCp+/n6sBH7mVwNXlWE3Yh+gLd987iUqx0fy5LQ0vG1hpLG+82KF9RU2AZGZlXi0KheKFofWlhYmJC8+bNad68OV999RUDBgxg4sSJ9OnTh8aNG7N//36MjY1p1KgRdnZ2OdlWBw4cYOTIkTnz9O7dm9jYWBYuXIiHhwfGxsbUqVOHrCzp35+i0rhxY5YvX86FCxcwNDTE398/Z43x8fH5RpsADPO0iVEoFGi1BW/4vU68UY7TizB27FhGjBiR83dSUhJubgXfPL9uZD1IJurb86JjpsEO2HX3L/LuuSAIPBgylJTn8lOfojQ3x/fYUZT59EEpLNdPHOHv+V+TWaYcgp0dYwOOoEL/gxKKH3/wTLrSxMSEd999N9fuReLOcOKn5u19pONBlpYzabmlHpr1rYhfrcLtJl9MTqPFafFUnqUVPejkpK+gtfdaJP1WnsYINX1MziEAR8oHsb1c43yvtT7Ym4b/fiitKjbsNDhI79qIkZqpJnjyv2i04k71ua+aY2v+8q9nSRN9L5n1M8Qq0HSoVWnE258FpRaVKouG9f9FEOIl7WvV3I6FRYViWVty8mVOnnqnQLty2k5ohz114vR/tH59S0m9z2fTxrsNG/O7XkY2U7dcKXRtkpeDOQMbeNMpxBUTw6LVM+qh1cKVv2DXJEgsYMeyak9oPBasyxEVfptti78hdrF4Oq+BkTEtPh7J6XIVWBAeyez0bCjAWfrYvQyD3BxxNHr2o5uhzuD7C9+z5PySfM9t4dGCEdVH4GpRtIbeMjIyMqVBxYoVc9LxGjVqxPLlyzEwMMgRhGjcuDG//fYb169fz6lvAjhy5AhLly7NkQC/f/8+MTHiJQZiBAQE8McffyAIQs795JEjR7C0tKRcOd2G8dP0wfnz5+c4SY0bN2bWrFnEx8fncuSKire3N4aGhpw6dQp3d3cAEhMTuX79Og0bSnSgLwXeKMfJ2dmZyMjcu6yRkZFYWVlJSh4aGxvrFdy9SSTtuUfSLnExAvsPAjCtVPTCZW1WFtdr1kLI0FfTsmjaFLcl3xZ5zrxcuniBjRs3whPlK0v/CnyJeNrMdhpxghBq1arFuKZNMcrjrGlSs3k8VTzdDOBgspp4zTNnoc1HwXgGFf55+f1xLMOvidcT7a3hR0UL/ffWlUdJtF50iDKKZHqZXGOffzW+d+qQ73W2hfgSYpgJs73ggIiBZVn49AIYFM25OXM3nne/Oyo61jbYhcXdq772NRsZqdn8Ov4oWelSGocQ53AKjUE6NjbWdGgcS2yczjERU5yvVGkBzk76ynVFJV9hhzxUDV5D8ojvSDt5Ei36ka84C5jyiSN/dd/BDInd0PP3E/hozVkeJhROEapVJWcGNvSmmkcxyWI/Og+7J8HtffnbudfRRZXcdQXYETevs23iFOIfi6cOG5mZo+g+iMWmZUhUa5iZCoSJO4MmSgWfeTjTt5wDVga5nb/LsZf5+uTXnIs6J3ougJHSiHG1xtHBpwMq5Us6jzIyMjIlRGxsLF26dKFfv34EBwdjaWnJ6dOnmT17Nu3btwegYcOGJCcns2XLlhzlusaNG9O5c2dcXFyoUOHZpqCvry+//vor1atXJykpiS+++KJIcuBDhw5lwYIFfPzxxwwbNoywsDAmTpzIiBEjUD4R5rG1tSU4OJg1a9bw7bff5qyxa9euZGdnFxhxyg9LS0t69+7NF198gZ2dHWXKlGHixIkolcrX6h7mjXKc6tSpw7ZtuXfod+3aRZ06dUppRSWDoBGIXXOVjCviOv4u42qhsip65CA7MpKbjRqLjpX54nPs+/cv8pwAKSkpbNu2jStX8gg7KFWU4xEDEK+BiG69HMea7/I2ICYRknLyMQl/inedjFdrOZSi4ek9c8eRIZT1tSnSukdcu8fax3GiY9fqB2JjqP/xiErKoOaMPQQbPqJMdTfu2fvzA/6S19hXw48AC1O4cwjmSxQ4Nvgcmn5VpLUDzNx+lWUHxMUHfuxVneYVpZuFvg5oNVrWfn2QxHvSYfpEm8tkmcTSokULPDy9uXZtDACxIi+bq2tP/CpMeukvWJ2wQ3fS0u7ka2dnW4+goKWk7T7Cw+HDiaSvqN2U7kp69fqGt73e5nlReo1W4MdDt5m1XToV8XlMDVUMaujNB3U8cLAops2glCg4MBtO5V8LhLkjNJ8Cwd1yNkMeXrvC1o/6khwj0ffJwoqNTd7ljmv5Z8fU+o6xnaGKEZ7OvO9ij1keNcssTRarr65m/pn5+S6vsVtjPq/+OR5WRe9LJyMjI1MaWFhYUKtWLebPn8+tW7fIzs7Gzc2NgQMHMm7cOEDnqAQFBREZGYm/v+5eo2HDhmi1Wj0n5eeff2bQoEGEhITg5ubGjBkz+Pzzzwu9HldXV7Zt28YXX3xB5cqVsbOzo3///owfPz6XXaNGjTh//nxOtMvOzo6KFSsSGRn50vVI8+bNY/DgwbRt2zZHjvz+/fuYmJi81LzFiUIoSofQYiYlJYWbN3U3xlWrVmXevHk0adIEOzs73N3dGTt2LA8fPmTVqlWATo48MDCQjz76iH79+rF3714++eQTtm7dWmhVvaSkJKytrUlMTMTKqvh7tLwMmqRMopddRB2rHwky9rbGYWDQC90Upp09y933e4iOuf30Exb1C9+dWhAEzp8/z+bNm/O1q8ol2rNLfPDTC2DrKT5/tobHs06hTc0WHT+RoibiSX1Xt/E1cChXtHqVbK1AzeNXeJypP39FcxN21/BDKfIcp2dpCJi8HfMaFsRa20jOrwSO1Q7Aw/TJje2/46V71/TdAR5Fc/rTszRUm7aLtCzxyMzp8c2K76a6BEhISGDlvM0YRkmny6aZPUDlGkO//v1QqR7mmxpnZuZNzRqbUaleLp+9IGGHpwT4z6Js2S6o4+O5UbeeeLgLOFxRwdpuZdjaaVtOrn1EYgZfbLzAoRuFT534vEUFBjcqj4GEPH6RUWfB6eWweyKoC+jf1GAk1P0ETG1yDt27dJGti2aTlpggekqihTVbm3bhoYun5LRuJkZ85ulEZydbjJT6j+t6/HVmn5rNicfSxd0KFIytNZYuFbpgoHyj9v9kZGSKkYyMDO7cuYOXl9drdXMtUzykpqbi6urK3Llz6f+Cm/tPye+9UhTfoFR/cU6fPk2TJk1y/n5ai9S7d29WrlzJ48ePc6mBeHl5sXXrVj777DMWLlxIuXLl+Omnn954KfKM6/HELBcvaLbt7It59RdTfIr/fR0RkyaJjpXf9S9Ghaj1iouLY/Pmzdy9K54umJe27KY64tLojHsERuaiQ8kXo0lcK77znqUV+DdJjQboObU21o5Fv0mOzsom6Mhl0bHBbo5M8hGvf4jLzCZ493nUZobQrBxit5q2Bir21/THyfhJ/YU6E772gnTxaBaj7+a6GS0MF+4n0H7JEdGx5hWd+OGDaq9VKPspgiBw9OhR9m09jm2cTpHREP33ndoghaqdbWnQqD5qdRJHj73FmbPStSt1au/GzMzrhdel0WRy+coIoqN35GtnZORA9Wp/YGqqy++OnDOHqz9Li30MHapiVLs5DPR6G88rkQRO2IdEyZkejpbGLO0RQg1Pu0I/jgIRBLi5R+coRUqLJgBQsT289ZVebV34+TNsWTSbzNRU0dPirO3Z+lYXIpxEOlUD/uYmfObpRFtHG1Qi79FsbTa/X/ud2adm57u8emXr8UWNLyhvUz5fOxkZGRmZN5Nz585x7do1atasSWJiIlOmTAHISV18HSjViFNp8DpFnDTJWTyerr+rauhsjkP/QFSWL1bI/2jsOBL/+kt0zO/MaZTm4s6LRqPh6NGj7Nmzp0jXM3l0h4H2O7E3FqnLcK0GA/aIyminJ2Vxe8YJpFpsXkjTEGGk4r2vamJu/WJRlDOJqbQ5K97D56dKnrQtY6N3PDIzmyanrhGXLV1v46qE3XUDsX0+nS86DJbUFD+hUkfovKLIcuLz/g1j0V7xdMXveoTwdpBLkeZ7FSQmJrJixQoS41Kwj66FQpCuM2n3eQDuPi4IgpZLlz8lKkpCLAMIClxKmTIvvklSWGEHN7d++PqMRfFEdS3jyhXudHpX0v7nFkrO1XemjvEcVh97XOj1dKzqyqR2lYq/f1bMTdg7Ba7kHxXGKRCaT4byTfXelzdPn2Drwtmos/Sl+AGibcuwrWlnohz000+rWZnxmaczTe0sJZ3524m3mXNqDocfSkvGA3xe/XPe938fQ9Wb0WNMRkbm1SJHnP5bnDt3jgEDBhAWFoaRkRHVqlVj3rx5BAUFvfTc/4mI0/87aeejcv1tUd8V69Ze+TZilUJQq7nZogXqR/o3bqZVq+Kxdo3eTcyjR4/4888/i6S6YpAUj3HkPZTqbIyUaj72OwZipTt1hkFLfdnilPgMtkw5QX1j3U2pmNN0zNiAdqOq08b8xW+WfnkYw+jr4sXnB2v6U8E894fmbnomtY9fJb9dBKekOP6pE4R7mTzNZ0/9BFsllGQ6r4DAojVXzcjWUGfmHuLTxNMVT45rShmr1+sH4vjx4+zYsQMEsEqohHFmMFLyHK2HBuEVrHsOHzxcy5690vVd7m798fEZ+0LRNJ2ww2Lu3FlYoG1IyO/Y2tR4dm52Nnd6dCfjoniz5ce28Hl/FUmRPVAnB8NZuEX+TtM3XSrzbohr8UcGMxLhyEI4JN5OIAcDE12dUrU+YKC/EXH9+GG2LJiNIIjXnEU4lmV7k3eJsctdO9fQ1oLPPJ2pY2MheWm1Vs2fN/5kxokZaATpDYkazjUYXWM0fnavV98OGRkZGZmSp2rVqpw5U0AT9VJGdpxKEfNaLqAFgzKmmAbYv9Ac6vh4btSpKzpmP3AgZUbq0h+zsrLYt28fx44dK/TcKqUSw7vXMUxJyHXc1iiNfgESb+x3f4agzrkOJUSmsWbicaqaqXA3UuY4Tc/z2NSAKmNrYmikQlzEuHAMvhzOpqgE0bEbDYKwfE6l62pKOk1OheU7n3tsBO3uXGbsZ59iYPDcx0WrhRWt4L5EHcbwS2BTNNn7y48SabNIfAe+UQVHVvat8dqk4yUlJbFy5Uri4nTpiKaprjgmS8uFVmvlQe0O5Z+ce5E9e2tL2lpY+FO92h+oVEV3Dosq7GBgkPtmP/Hvv3k0arTkeV/1VHHV2YbUW5/DTWnHPricNfO7VaG8o7Qz8cJoNbqms7smQKqEMMNTagyERqPAQr9vlyAIXDu8n23fSjtcD53c2N6kE/E2zzYL3nawZrinE5Ut80+ZvZ90n29Of8Pe+3vztfs05FM+qPgBxqrXtzZPRkZGRkYGZMepVFEaqbBsJF4XUBAZYWHcad9BdMx14UKifcqzYuNG0iVqnMSoXr069WvX4uePxNXBvMzj6OQuXifEoANQtkrOn1F3k9gw8zRmSmhuZUh7G/GbTMfhVTF2tuDFngUdWVotwUcukyCi2FXdyox/QnxzHI6ziam0lkjde0qFiHs0DjuLnVcQw3u/C7R6NpgcCXMlegI5BcKHB3NUxwrL4j03mLtLvH/Uou5VeaeyhBrfK+bkyZO5VC0NsqxwjJN2lpy8rOg4IgSVoZKsrDj27Q9Eq5WW2a5bZx+mpu5FXldk1HYuXRpWoN1TYYe8qGNiuFG/geR5eyorWPa2kvSHPVEnB4FI5uSQxuUZ3swXY4MSkr++exT2TIF7BWx8eDeBZhOhbFXRYUEQuLRvF/8uWyQ5xb2yXuxo3JFEK12tVWcnWz7xcNKL0uZFK2jZfHMzM0/OJF0t/TpXdqzMmJpjCHQIzP+xyMjIyMjIvGbIjtMbRtL27Tz8bESuY5lGRpyrWpW7Xp66A8eO6v7LB2trazp16oSHh06+98j61Rz/9XvCfv1ez7am/X0alAkXn+jzm2DxJO0qLJ7N83X9VSoYKyWdJZNK9tj3DHjp6MnjzCyqHr0iOvaZhxOjvXX1Pwfjkul64Va+cwU9uEXdW6EoAK1vI6bkdTjDdsBv3cRPbj4V6n1SpLVnqbU0nL2PiCRxZbNjY9/Cxbrw/RdKguTkZH755ZdcqZxKjRH20dLRIoBeM+piaWeCIGi4GDqEmJjdkraVg3/EweGtIq1LJ+zwGdHRO/O1MzJypHq1jTnCDnmJmDqN+DVrJM//cJiKWBNbUm+NhGvP3ssWxgYs7RFCwwqOkue+NFHXYGVrSBNvSZCDjbuun1LFDiCiUAeg1mhYu+lPotf/IjnNHTdfdjZsT7KlDb3L2rPLvQzupgVHgB6nPGbemXnsCM9fZGNI5SH0qdQnR2FQRkZGRkbmTUR2nN4QIr+eTdyKFQjAPQ93jhexd1WjRo1o0KBBrnSzuEcPmNutrcQZAgPqpmEdf1Z/yMweRlwDAyNun4tm+zJdKo6hAklnCcBxSGWMPV5ekONYQgodz4kLJqwK8qKFgzVbohJw3nc+33lq3LlKtXvPUvUuOzZhw0d5mrdt/gjOrRaf4MOD4FK5KEsnLCKZlgsOio7V8rLjt4G1Ub5AjVtxcfr0abZsydO8VVBgHR+IUZZ0k9V3PqmCW0VdhOLe/RWcPD9N0tbDYwg+5QvfWwIgKfkSp04VrKqjq4kakyPsoDfPufM87N5d8vzvWivZV1lJ+oMeqB/oilFbVnJiesegkpV5z0iCPwfB9e0F2zYZD7WHgLF4GmC2VmD94xi2bfqTkIP/SE5zw9OfXQ3eobe/DxPcHPnWuOCaQkEQ2HpnKzNPzCQpK0nSLsAugDE1xxDiFFLw45GRkZGRkXlDkB2n1xhBq+VS9/c5bGtDpLMzvCcR8chD2bJl6dChA2XKiNQ1aLX8PW8GN08dFz3X2sGO/mV3ochOg/g8gwHtoNtqrhx5xL5hz2px3IwUhJiJv5UMnc0p83EVFMXQh+aH+1FMuPlIdOxYrQCOJabQKzT/2pb6Ny4Q+OiZzT2NDYeFClyd8jaqpw5LZgrMFJcnR2WkkxM3KtrO+bIDt5gp0ej0my6V6VztZZIVX5yUlBRWrVpFVFSU3phpihsWKdKS3zXbeVGjjW48IeE0e/bWkLS1sqpCtZC1KJWFcz4EQeDOnUXcCZdOKXtKtZB12NhUFx27E5PKyDUnGbBmKl5J4uIN4WVgXG8VWVp7Um9/xpQKVej5gUfJOrCCAIfn6dLvCsLIAvpuB5dg0eF0jZY1j2OZf/sh5U8fpNGJfwEQc1mulw+kwnt96R9QXrTBsxhRaVEsPLuQv2/9na9d/8D+DAgagIVRCdR1ycjIyMjIvAbIjtNrhFar5ebNmxw/epTb4eG6gwH+BZ739ttvU6NGDZQSqTqga1y5Yeo4yfGuI4bjtv2J5HJeMbfmUzmX2oGjf96EfbrokhJoZmWAqcTNpV2PAMyCpHTVCo8gCPS5dIedMeK722O9nZl5O4I6J65KzvHW1dNUiMqtsHcoy4tbWgcuT26JufGTj8HDs/BjE5EZgGp9od2CIq09W6Ol2bwD3I1NEx0/PLoJ5WxfferS2bNn+ftv8Ztgw0wbbOLFb9ABXCvY0O7TKqhUSjKzYtiz1xcQV2EDqFf3ECYmhavRysyM5szZ90hPD8/Xzs62/hNhh9yy+oIg8OfZh4zccAGAFuEn+Oz8BvS1HXWM7a3iVlkFIyvP4FyVdoVa40txez+sKmQvig7fQZX3RYeS1BpWPIhh/t0IsrKzqXXuIPVP76WfxFSqkDp88OFQ7G2kI4bPIwgCu+7uYubJmcSkSytu+tj4MKbmGGq51CrUvDIyMjIyMm86suNUigiCwJEjR9i7dy9arfTN5/P4+vrStm1brK2luh89Izsrk1WfDyMhUnyn3TukBh3eb43i52aw/ZDe+GWvb9l/zBV+hacV8Y4GCupaiL9tFIZKXMbXQmn88m+rDI2WCodCyRJpM+ZuYsS9jCwAZt6OED2/1aXjeMbqj/2RGUSyYJK7hujQXOmd/x4bwbd5kdZ+MyqFZvMOiI5VcbPhzyF1X2k6XmpqKr/++isREeLPVWHqlvrMqoe5jTFarZoLF/sRF6f/fnlKlcorsbeXFlt4nsILO3xN2bK51RoT07OZ/Pdl/jz3MOeYfXoi23dOlZxnezUFK1qoKGdRjk0dNpWsklviA1j9LkSLRxpzUb0ftPoaDPR7t93PyGJeeAS/PdYpGKo0auqc3sfH58TfYwAVmzSnyQf9MTEvXPQnNj2WxecW88eNP/K1+6DiBwyuPBgro9LtgScjIyMjI46npyfDhw9n+PDhpb2U/ySy41SKnDt3jt27pQvnTdPSaNG4MVVbty7SvKF7/81XNavP3KXYxxyBTYPh53l646ujl5KocYHn7rPrWahwMBCPaFm39cayvkRqWxG5n5FFjWPigg9Peeo05eWd84com6hfTJ8iGPFHZhACSrZ8XJ9AV2vQqOHbGhAjrmb3vOhFYVlx5A6T/xFf+8xOQXSvWXTFuBfl/PnzbNq0SdpAUGATF4xhtrQD3mFEVVwr6KIUd+8u4/jZ2ZK2Xl7D8fb6uMB1FU3Y4Q9MTZ+9r87cjWPI6rNEJedpyioIfHZuPS3unZKcb+AnKhLNFSxsspBQ96KJURQadaaun9e5Xwu2dQ6C99eDlX40Liw1g96htwlPf/Y+N1Bn0/jUbmpcOCI5ZeUWbWj4fm+MTAuOYgqCwIEHB5h5YiaPUsXTXwHcLd0ZU3MMDcoVzhGWkZGRkSkcffr04Zdf9EV7WrZsqeuLWAArV65k+PDhJCQk5Dp+6tQpzM3NxU+SeWlkx6kUKfNcd2KLpGQqXL+OZ3g4lv7+uC//GVUB3YufJzUhnu8//EByvEb7zjR8vw9sGwU/iXdg/iFyLdnCMyU3KxU0sZQuGHcZVwuVlf4O+YtwIC6ZbgUo34mx0tWS42vFb1QvqF04p9bVDi37oBotKzlD/F2YJOHAeDaA3v9AEdT+1Botby88xI2oFNHxg180wd2+5NPxUlNTWbNmDY8eSd8EA5ineGKWIu3A1e3kQ9UWuvH4+OPs2dtD0tbGphZVq6xEqcz/PfAiwg5qjZZlB28zZ+dWSftKMbf55vBSyfFF7ZQcDlTibunOnvZ/lkx06ewq+LtghxGA3lvAS98BOZuYSveLt0nMI6dvnJnOB398h21SnOSU1dq0p17XDzA0KbjnVUJGAksvLOW3a7/la/ee33sMrTIUW5PCpfbJyMjIyLwYrVq1YsWKFbmOGRu/3G+Vo2MJKr7KyI5TaWJ66DDdfl+X87d1x464bPoLhUHhX5YDq5dz+p8/JceH/LgGMwtLWNYAJn2qNx6d7cX62G/QVS3pqGyqwlOkSS2ARb2y2LQrX+j1FcSiu5HMuC2eSijFoZr+3Dt+hEOHDiEmcbEt058owRKAsW/782Gj8nBxA0waID5hu4VQrU+R1hAek0rjb/aLjlV0seKfj+s/E5soIS5evMiff0q/9k8J9qrD42PSDrB7JXvaDA1CqVKSkRnBnr35v7716h3BxNhZcvxFhB0eJqTz+foLHPs5f1U5Y3UW3+2di4uETPf1sjCxpwqNShdd+q64o0uPzsHPLUGTWbBt86lQ92M9R3x/XBLvXbgteopZegq9NyzBIi1Zctoa7TtTt/P7GBgVvGlx9OFRZp6cSXhSuKSNs7kz42qOo7Fb49emwbKMjIzMiyIIAkK6dC+5kkRhalqk71FjY2OcncV/T+fNm8eKFSu4ffs2dnZ2tGvXjtmzZ2NhYcH+/fvp21fXc/Pp9SZOnMikSZP0UvUUCgU//vgjW7duZefOnbi6ujJ37lzeeeednGv9/fffjBw5kvv371OnTh369OlDnz59iI+Px8bG5sWejP8osuNUili3f4fsBw8wLFsW+/5Spd36xNwL55cvpOtCWg4ZTmDjZpCZDDPF1douprbhUPIzR8JUAS2spW+unUZUw7BM8UROBEGgy/lbHE4Qj9LkxVSp4FCtAJwNlCxatIg1BzaJ2q3NqErWk7d052rl+KZzMPzeAyZJRC2GnQYH3yKtffXxu4zfdEl0bEr7SvSq41mk+YpCWloaa9eu5cGDBwXa9uzWl50LdRG8xyKlTUoDBb1n1MPMygitNotz594nIVE61S2k6hpsbaXroDIzozhztnvBwg52DQgKXMKuq0kMWXMW/o0EpKNKOY/n0Ql6nNwgOT6qr4pwZwWeVp6cfOcPjFTFEwklLQ7W94Jw6ZquHALaQYfv9WTCN0XGM/jKXcnTzFOT6LduESZZ4j29AMpVDKTzl1NRGeQvGZ6clcyyC8v45Yp0zyaATr6d+LjqxziYvryAi4yMjMzrhJCeTlhItVK5tt/ZMyjMiudeSanU3fN4eXlx+/Zthg4dyqhRo1i6dCl169ZlwYIFTJgwgbAwXVsVCwvpmtbJkycze/Zs5syZw+LFi+nRowd3797Fzs6OO3fu0LlzZz799FMGDBjAuXPn+PzzorUM+X9CdpxKEQM7O5y/Gl8oW61Ww58zJ3H34jnRcTtXNz6YtVC3Cx17CyaJ167sSviU6xmNc/4OsjfGWyMuTGHib4d974rFtgudqtFQ/mBooWxdjA35t3oFHI0MiY2NZfGsGaJ29zQ27M32AXRr9He2ZPugIBSzPeGyyAmWLvDpRdEifCk0WoH2Sw5z6aG4st/ekY3wdiwZCeZLly6xcePGAu1q1qxJ07eas2nuOWLup+Q4TXl5d1Q1nL11743bdxZz5/QCyTl9yo/Cw+NDyfHCCjt4+8zkpzMBrDlx78mR/QWe06VaOcZWsyGydStJm821FaxpogJg8VuLaezWuMB5C0Srgb3TdFLhBWHpokvtfM75FgSBlQ9jGHs9f+fWKjmeAb/NR5WPKIxnlWq0/3w8Bob5O0unIk4x8+RMbsTfkLSxN7FnbK2xtPBoIUeVZGRkZF4TtmzZoufwjBs3jnHjxuUSd/D09GTatGkMHjyYpUuXYmRkhLW1NQqFQjJi9Tx9+vSh+5MehjNmzGDRokWcPHmSVq1asWzZMvz8/JgzZw4Afn5+XLp0ienTpTRp/7+RHafXnDvnz/DnzImS410nzsSt4pOapZt7YHUnUbsNMbOJUutu8Fw9raie8CSMLeI0OQ4Kxti7YNW+wnInLTNfufCnBJibsDnEFysD3c3w+fPnWSIhcHAwy4vb2ty75TcHWWGwqi2IaRjUHwHNpJ9HMe7HpdFg9j7RsfKO5uwc3hCDYuhP9Tzp6en89ttv3Lt3r0DbgQMH4urqytE/bnLu73v89Ld4VKRBtwoEN9FFHmNjD7Fnbx/JOe3sGlA5+CeUSv2vhsIKOyhVDiw4/wUXHj+pl/sXIP/Hs/C9KrxTWSeU8GjkSJK+2k6kiJ1GoRN6SDFT4GXtxZl2G18+unRtK/wuLv2tR9dfoeKz9AaNILAoPIKv74grFj6PTWIsA3+bn6+Nb626tPlkFKp80nXTstP4KfQnfgz9Md+52nm349OQT3EydypwbTIyMjL/FRSmpvidPVNq1y4KTZo04bvvvst1zM5O10x+9+7dzJw5k2vXrpGUlIRarSYjI4O0tDTMihjVCg5+1mbE3NwcKyurnP6NYWFh1KiRuw9jzZo1izT//xOy4/Qaos7KYsvCr7l1+oToeIU6DWj76aicneOUrXOwODVN1HZF1HLStLZ4VXagd40yJGy8AQn6ub8GjqY4fRqCQkI570X45WEMowvYea9jY87a4PKYPnFABEFgzZo13Lghvnv+VE78ecIaHcP4xGJYJXJC3+3gUbdI615/6j6j/rgoOja+TQADGngXab6CuHLlCuvXry/Qrlq1arRu3RqVSsXt89FsmhoKhInaeld1pOXAQJRKBRkZj/KtW1IoDKhX7wjGRvppW4UVdtgZ/hYbrr+DQMHvnxB3G+Z3q4KH/TPVn9SjR7kW0EzynLkdlZzw1829pOkSGpZrWOB1JIm9Bb+0g6SHBdvW+xSaTgSlzpnP0mqZfuMhyx5EF+pS1dITeOuXb/K1qdigCS2HDkf55BpinI08y9envuZKrLTipKWhJWNrjaWNdxuUiuJ16GVkZGTeFBQKRbGly5U05ubm+Pj46B0PDw+nbdu2DBkyhOnTp2NnZ8fhw4fp378/WVlZRXacDPNkLigUikK3wZHJjew4vUaEnz/DH/lEl/otWIati06e+eH1eDKWv0d5k+PkTRLL0pryc9Qv+Ndzp/e4CkQuOIvmbiIJdxP15rTr7o9Z5eJTYLmUnEaz0xIS309o42jN9xU9MXxOPCEtLY3Zs8XlrrWGZvyaHJDrptyIbK7ajkCVHgti/uXou2BqU+h1a7UCXZYd48zdeNHxXZ81xNfJstDz5UdGRga///474U+bHOfDgAEDKFdOFy1KiEzj+4+ke/cYmaj4YFpdTCwM0WozOXP2XZKSLkjaPxVmeJ6iCDvMPDmcmwkFO5GfvOXDsLd8McrjlGtTU7nZqhWaaPEmq6EeCqa/p0SrVFDeujxn223AUJV/2pooWamw+SO4/FfBtu51oduvYK5zIlPVGsaGPWB9hPj7Ii+1rc2Zbq5lx4SR+doFN2tFs/5DUUg0rU7JSmH4vuGciBDfPHlKS8+WfFbtM1wtiqcdgIyMjIxM6XPmzBm0Wi1z585F+eR3Iu8Gq5GRERqNRuz0IuHn58e2bdtyHTt1Srrm+f8d2XEqZdJTktm2aA7hF86Kjtft0oM6nXV5qbfPR/P75J30LdMPV2UK5FEgvpNRg4ha31O7Q3n63kok5qdQHk0QuSlVKig7oTZKk+J5+U8kpND+3M18bd5ztmOevxvKPPUV4eHhrFy5UvQcc48gloSZwHM18+UVD9lj/IXuj7yBs4rtocsvRZITf5SQTt1Ze0XH3OxM2TOisd4N/4tw9epV1q1bV6Bd1apVadu2LSqVLvqQnaVh7aTjxEekSZ7TZWx1ynjopOtv3fqG8JPfSdr6+o7H3a1vrmM6YYf3SE+XFjAAuBTjz9IL/cnUSEul2pgZsrRHCHXLS4sOxP68nKgnudRijBig4oGj7jV8oeiSIMDxpbBzXMG2SgPo9y+U0xUSx2Wr+fTqPXbFFizAAdDKwYp5/u5k3r3F2i91zpJU941qbTrQ6IP+kjVGB+4fYNje/GvGTFQmjK01lvbl26PKJ0IlIyMjI/P6k5mZqdec3sDAAB8fH7Kzs1m8eDHt2rXjyJEjfP/997nsPD09SUlJYc+ePVSuXBkzM7MiR6IAPvzwQ+bNm8fo0aPp378/58+fz7kvk2ti9ZEdp1Lk0fWr/PbVF3rH/eo2pMWHH2NkYsrVo49ZMngvpsoE+pXpyxCRGsBHHp9Stu8UPLUCFisu8XDsYdHrWbf2wrKhuMpeUdkdm0TPi+KSyk/xNTPmYE1/0Q/e7t27OXxYfJ0VG7Vn1M5HubLQeqh2M91wufiFOq+AQPHaLin+OveAz9aJR2NGtfJjaGP90HlRyMzMZN26ddy+nf9zBNC/f3/c3Nxy/hYEgYO/hRF6QDqVrHEPPyo10EUZYmL2smfvQElbB4dmBActRaF4dqMdGbmVS5c/KXBtyy/14MijWpLjbYJcmNohEDvz/OuMsu7e5VZLaaGHDfUVbGigW5+PjQ9n264vWnTp7lFY8XbhbNvOh+o6FctHGVl8ePkup26cL9Sp7znbMd3XFXMDFQ+uXmLdpE9YkY997U7dqNu1p+hnIC07jS8OfsHBBwcLvO7a1msJchTvvyYjIyMj82ayY8cOXFxcch3z8/Pj2rVrzJs3j6+//pqxY8fSsGFDZs6cSa9evXLs6taty+DBg+nWrRuxsbE5cuRFxcvLi40bNzJy5EgWLlxInTp1+PLLLxkyZMhL95T6L6IQBEEo7UW8SpKSkrC2tiYxMRGrIjSYLQmuHtrHtm/nAqBUqeg6YSau/hW5czGGbUt1NTYOBrfo5iAhC/n+BqjQguyIVCIXiEesAFzG1kRl/fJv/oJklZ/ydYVy9HbVjzio1WoWLFhASoq4DHnbDwbT+cdnBZ0KtKwzmkpNpXgdD8NDwUa6mWteBEGgx08nOHpLvAfQ9k8bEODy4u+JsLAwfvst/+aiAJUrV6Zdu3YY5BEAuHE6kn9/EpMC1FGhphPN+lREoVSQnn6Po8eaSNqqVGbUrXMAIyNdkalGk/FE2OHffNeWkGHFjJMjiM2wEx2f0TGI7jXdCrULJWi1PBj2MSl7xSN6aUYw9CMVaSa6uZY2XUqDcvoNYkVJjoC1XeGxdCpiDlV6QJt5YGjCzbQM+obe4UZaIfowAYPdHBnn7YLRk1SJ8Ivn+GP6V/meU/+9XtTq2FV07NijYwzaNajA67Yv356JdSa+WGqijIyMzP8JGRkZ3LlzBy8vL0wK0QhcpnBMnz6d77//nvv375f2UoqN/N4rRfEN5IhTKeJfvzGu/pUwt7Xj1rkYNi24AuhCtp7GJ2ljO1P8xCf9h+I33SR1ubiSmnltF2w7vFzUBAon8PCULSG+VLc21zseGxvL4sWLRc/x9/enQct3qPf1PlY+cZocSeCUyVDxi5SpCIMP5xTrF4bIpAxqzdgjOuZoaczh0U0wNih62lNmZiYbNmzg5s380xQB+vbti4eHh97xuMep/DZZuo7F1MqIHpNqYWxmiEaTwclTbUhJlXAkgRrV/8LKSqeek5QUyqHDNSRtn7Ij/C02igg7+Dtbsqh7VSoUsbYr5cAB7n84WHJ8VmclZ3111/K19WVdm3UFOwiabNgxFk7lryQHgEMF6PkH2LhzITmNHhduE3P4WqHWPtbLhWEeZVA95xjeOnOCTbOn5nte414DqdZGX0QjU5PJ+MPj2REulcD3jBUtV1DduXqBdjIyMjIyMsXJ0qVLqVGjBvb29hw5coQ5c+YwbFjB7UZeFK1Wg1abjkplmisb5k1AdpxKEXWWlnXTr5KV8ay4z89kH81sJArzx9xDnWlCxMyTPHWw8uI0PARDZ33npSgsuhvJjNuPC20fWq8Sjkb6N77nzp1j8+bNoud06tQJb7+KBE7cCed1kt9NlOdYYSRR+9JsMtQfXug1AWy5+Ihha8X7Xg1v5svwZhWKNB/AjRs3WLNmTYF2QUFBtG/fXi+qBJCVoeb3KSdJjpNueNptfE0cylkgCAI3bs7g/n2JNEXAz28q5VzfRxAEbt9ZwKnTHQtcn5iwQ//6XnzR0g8Tw6J/iWmSk7n5VlO0ycmi42fKK5jdRYnwxCH5vtn31HOtl/+kF9fDn9IpiLno+Sf4NOVwfDLvXbiF+lwcEFfgaV9XKEevsvZ6EbSwY4fZsmBWvuc2HziM4Gb66YdnIs/QZ0efAq/d0rMl0+pNw8RA3iWVkZGRkSk9bty4wbRp04iLi8Pd3Z2RI0cyduzYIs8jCBo0mgw02nS0mnQ0mnS0WukMD4VChYWFP4o3SAlWdpxKkcuHHj5xmgRqW6yhmsUf+kaO/jDkGMmHH5E4SVwi29jXBoe+gSiUL1bEJwgCk249Ytn9wkksg65B7cnaFXMp4z2da82aNZJRmE8++QRrG1t8vtyGIOhCwDMNfqS7gXi/JAYdgLJVCr0uQRDot/IU+8LEH8uWj+sT6Fr4HlVZWVls3LiR69fzVwoEXYM5T09PyXXtW32Nq0ekHdJmfQLwq63LdY6K3smevRJRN8CpTFsqVZpPVlYMZ852Iyws//Sx0Bh/vntO2MFIpeTn3iE0DXi5Hj/RS5cSs0g8mgjw6SAVj+2fNCe282dtm7UYKiWiS5GXYfnbkKmv/qjHW+Oh/ki2xibR/1I43Afuny/wtO8retDByVZ07PKBPexYmn+fpbc/GkHFhm/lOpatzWbKsSlsurmpwOsva7aMuq5Fk8eXkZGRkZEpSebPn8/8+dK/f4KgRaPNyHGGdA6R9OZvYVEqjYA3S4BCdpxKEd/qZXA+/THOGfv1B9suQBv4AY+mHINxR0TPdxgYhEl5mxe6tkYQGHHtPusiCt6Vf57uLnbM99evK8pPTtzW1pZhw4ahUqnosOQI5+8nYEYGl4z7o1SIlNgpDWHMXTAqfOQsOjmTGtN3i45ZmRhw8stmhY6k3Lp1i19//bVAu0qVKtGhQwe9/gjPE3b8MbtXSjf/rVjPhcY9dQIaaWl38u23ZGhoR53au4mOOcTVq58SGbUl3/U9L+zQxM+Rg6ODcbJ6+ehG5q1b3G7TVnJ8TWMlm+s82z2SdBbSE+CP/nBT/HXLhW8LhE4/sjZew8iw+6ABDohvJDxFAfxeuTyN7KRTDS/s2s7un5bkO0+7z8ZQoXb9XMcuxVyi+9buBS67YbmGzGk4BzPDN6OniIyMjIzM/w+CoEWrzXzOGdL9v7hRKJQolaaoVM/+UyiM3kjVPtlxKkXM72zEPK/T1OtvMlVVif7uAmw8pneOys4E5xHVXqhRbZZWy8DL4eyMSSryuQv83XjPxV7veH5y4o0aNaJJE52Awbi/Qll74h6BituEm4wXv0i1PtBuYZHWteNSBINXi3cIH9q4PKNa+Rc4R3Z2Nn/++SdXr0o7OE/p1asX3t759y6KeZDCumknJcetHEzoNr4mRiYGaDRpHDvejPT0cEl7N9/VHDw3Hy+LMxw8FCJpF59hzcyTnxGbYcf4NgGsGuaF6gWjkHkRNBruDRhA2rHjouMJ5vDJhyoyjHXXC7ALYE2bNbmjS1otHJwD+2cUfEFTW7R9trIkw4HpT9NGj4fne4qdoYrVQd6EiNTZPc+ZrZvZvyr/WqkOoyZQvtqzzukarYZZJ2fxe9jvBS59UZNFNHGXFu6QkZGRkZEpSQRByHGInjpDOoeomPXgFApUTxwipcoUldIUpdI4X4dIEAQyNZmkqxOwNLLEQPlmuSJv1mr/azgFgokNZKUgfHiMxBMqUn54BOgrhdl188OsapkiXyJNo+W9C7c4mZj6QkvcWb0ClS31d8t37drFkSPikbB+/frh7q6LSq08codJ/1xhsOpvwk0kbjp7bATf5oVekyAIDFl9lh2Xxeu8/hpal6ru4ulYT7l9+zarVq0q8FoBAQF07NgRI6P85bYz07JZM/E46cnZkjbdJ9bCzsUcQRAIuz6Rhw+la6U232xJe5+dANy/0ROvvF2On7Aj/C1OxLzHt+9Xo2k5Gzq3LvAhFYmkXbt4+LG0bPnU95SEej0XXWq+jLpln4su3dgNa94t1LXUHX9kpkV9ltyL0h24kg1IpzZ6mxqzIsgLP/OCo2gn/lrP4d/zf707fzkNj+AqOX+HxYXRdUtXtEL+3dVrOtdkQZMFWBoVT4NkGRkZGRkZMXQOUVYuZ0irTUco4HfqRXjeGVKpnjpE+W/aa7QaUrNTSVen5/yn1qol7ZUKJX52fijlGieZQlG2Ctl9rxC97CLa+ZF6w4ZlzXEcGIzStGgvU2K2mrZnb+QruWxtoKKlgxXrI+JFx6/UD8TOMPd1C5ITHz16NKampgDsuxZF/5Un2GE0mnATiX5En98Ai8I7g3GpWYRM3SU6ZmKo5OxXzTEzEn+usrOz2bRpE5cvS8t9P6Vnz574+BSsSChoBXatuMKNU/qv3VNaDKiEb3VdHVFE5D/s2Ttc0vZeUlncrR4B5DhNYpxKnsWwVh2xMDagaYGrLDqahASu128AavEvu6MBCha0V+Y0Gq5oX5HVrVfrokvxd2FRCMTdKvA62TUGMc5rML9GPhGUiAPioiTtQ6zMWFbJEzeT/J1Y0P24HFn3Kyf+Wp+vXbdJsygXEAiAVtAy78w8VlzKrzOTjjkN59DKS7ovlYyMjIyMTGERBAFByNZLmRMETcEnFxGlyiTHGdI5RCYFOkSCIJClycrlEKWrXz6lz8zQ7I1ymkB2nEqVjJsJxPwUqnfc/oMATCvp90HKj+isbN46FUZ0lrRn72FixJZqvrxz9gZ30rP0nCYfM2MO1PTPJcUMEBMTw7fffis6Z0BAAF27ds0Jy16LSKL/gj85YvIpt8UCAZ4NoPc/OTfdhWHvtUj6rTwtOjagvhfj21YUHcsvjfB5/Pz8ePfddwuMKj3l8qGH7F8jLQke1KQcDbr6olAoSEm5zp690mIAGq0SlVK3U/TUadKzMazJW3V+wsBAl4JWEs4SQNTcecT+KJ3C9tEQFdE2z163H1v8SG2HKrBlOEwp+P2qdqnKqJDZrE157nmOFFfhA3jLzpJFAR44SDjDeREEgf2//MjZ7X/na/f+9Lm4+PgBcDvxNrXW1CJNnZbvOUEOQSxtuhQbE5tCrUVGRkZGRgZAq33iED2nNCcI0vdqL4pSafycM2SKSmVSKKlvjVZDhvq5KFF2Otla6eyZF8FIZYSpgWnOfyYGJm+cw/QU2XEqRYSMZx8cI08r7D+oiMq88A0v76VnUu/ENbLz6WFc2dKUP6r4kKkVqHTkEkFH9CMu/VwdmFGhnN7x/OTE3333XYKCgnL+jkrOYOrMqSw2+pYjYg5T2wVQvW+Bj+l5Pv39HJvPizsTGwfXobpn7iatarWazZs3Exqq74zmpUePHvj6+hZ6LVF3k9gwU9x5A7B1NqPL2BoYGqtQq5M5crQBmZkFS7o/dZryUjFgNi4uhUtxexkywsK4076D5PiKZkq213j25RbkEMQqxyYYbPsclrUscP5x9X9iueq551k8WAnAu062zKpQDssi9NQStFp2/bSE0D3SETqAD75eRBlPbwRB4PsL37P0l84Fzj2l7hQ6+hYs7S4jIyMj8/+HVqvOlTKn0aYjFLPDATrluWfOkGmhex9JRYmEfO4Zi4pCocjlEJkamGKoNHwjRR8Ki+w4lSKmgQ64Tq2Logh9c8JSM2h0Mv9mnk3sLFkR6IWJSsmF5DR8Dok7EmLSzIIgsHr1am7dEk+1+vTTT7G1fXZOeqaaA9Na0Up1isViAZuPToFj4fslJaRlUWWKeDoewKXJLbEwfva2vXv3LitWFJxa5ePjQ5cuXTA2Ni70WjJSslk1/ijZGdKh8h6Ta2PjZIYgCJy9+AUJsX8Vev7nMTZyolq1DZiaur7Q+UVByM7mbq/epJ8T73EVaQMjB6jIMnz2xffT4yhqZWTAnXvAVsm5F1ccwXSHdwoVUezv6sBX5ctioirarpNWq2HHkvlcPbw/X7s+c7/DvpwbD5If0HVbT2IPxOZr72vryw/Nf8DBtGjRXhkZGRmZ/w66XkTpuaJEWm1WsV9HqTTM5QwplaYoCymUoBW0ZKgzcjlEWZriWWOf9n3wD/Tnq5lfYWr4XJRIZYJK+WY1qy0JZMeplCmM03QuKY23z+TfR6hjGRsWB3hg8ERFbe3jWEZcuy9qu6+GHwEWprmO5Scnbmdnx0cffYRK9Wyt2tR4lHM8MQVa5XkIgrkTis9CwaDwTsrB69H0Wi6uRPdBbQ+mdtDVoajVav766y8uXNAX0MhL9+7d8fPzK/QaALRagZ0/XOL2eemeVm8PDsK7iiO7r0Ty0fqv6VdpdZGu8RR394H4lB/1yhq/JW7ZyqPPP5ccn9hDxVX3Zw5PcEYmvzyOzPdLYodzM4b6fE6ayjQfKx1feDrzqYdTznu0KGjUarYs+Jqbp/SVJp+n38IfsHFyYeXllTTeU7BSxrha4+juX7CsuIyMjIzMm01Rm7O+KAqFQZ6UOVOUIv0L+/Tpwy+//AKAgYEBdnZ2BAcH07VbV7r06EKmNjPHKSpIpKio5I0SGameSYPv/GcnhoaGWFrKgkdiyI7Ta8rZpFRan7mRr01fVwem+7qifG53/9Or9yR7M4XVD8Q6j+DDnTt3cj64eWncuDGNGzfOfTD8CKxsjditfmrNjzFvPa1IrcxGbbzA+tMPRMd+G1ibOuXtuX//PpMmTSpwrvLly9O1a9ciRZWecnHfAw6tk3ZOg5qWY59JNiuOhPPblr+YHPc1CqBfpaJdp1q19dhYVyvy+l4UdWwsN+rVlxzfH6RgaRtlrgjRz48jqZkh/mPywMSZzsFzCTfVT+3My3RfV/q5OrxwyF6dnc2m2VO4e1E8MgagMjCg34IfSDPT0mdHH1buzD990NXClZWtVuJs7vxCa5KRkZGReb0QBAG1Jp2srNRibc6aF4VCJZIyV/i0NK2g1clwZ+ucoaSsJOq/VZ9pi6ah0WqIjYrl8N7DDB8+nF9//5XFqxdjYKB/m56dnS3ZP9JAaaBXS1RUuW87O7uCjf6PkR2n14izSal8fOUet9Kld0BGeDrxhadzrg9qtlag2rHLRIkIQwRZmLKzeoVczhXAv//+y9GjR0Wv0b9/f9zc3HIf3DUBjoj3WLr7zgY8QlpQ2Ha1SRnZBE/6V3L8/FdNObB7Jzt/XUz+lSvQrVs3AgICCnnl3ETcTuSP2eI9oAASjGG5SToaBZheuMCM+tP4uUU+RToi2Ns1JChoCSrVq22AGjFjBvGrpJv4Dv5IRZzVs/dE5YxMVkpElz6oNINdDvUKvOaSAHfedX65L9zszAz+mDGBh9euSNqYmFvQ+5slbInaxfQT0/l5W/5yGSOrjaR3pd7/6ZxrGRkZmf8aWm02qak3SEoOJTkpVPf/5Eu5bJTKsthYTyQjXY1Wo/uOFwQBdRFKjRQKJUqFyRNnyORJylwBzVm1oNE++Qeg1qpJV6eTrcwkQ5NBWnZagVEirVaLkbERDk669HAnFycqVq5I5eqV6d+pP5t+20TnDzoT6BjI+NnjObr3KMcOHuPjzz5m8qTJ7NiygylTpnDlyhXKli1L7969+fLLLzEwMEAQBCZPnszy5cuJjIzE3t6ezp07s2jRIgCWLl3K/PnzuX//PtbW1jRo0ICNGzcCuk3zKlWqsGDBAgA8PT0ZNGgQN2/eZMOGDdja2jJ+/HgGDRqU81iOHj3K0KFDuXbtGoGBgYwfP56OHTty7tw5qlSpUvgX4w1AdpxKmaPxKQy9cpeILOlP+RSfsgxy05ftjsrMJviouLz2ULcyTPApm+uYWq1m/vz5pKaK93QaM2YMJibPKTuoM2FeRUiLEbU/9O5pGgT54iG58twcvRXD+z+eEB1rW9EOh9s6N2nBnFOSc3h5edGtW7fc6ywCaUlZ/DLmCFqtdHHkMssMklQCCrQMDFpFLZezRbrGqxJ2yEt6aCjhXbpKji9rpWRP1dyxwuWPI6mRJ7o0z70X33j2QVtA8enqYG+a2Vu9+IKfkJWRzrpJY4i6Iy1hbmFnT+vJk/jk2AhuJlzm+38aS9o6mDqw6u1VuFm6SdrIyMjIyJQOgqAhNe32M2coKZSk5EsIQvEIK6iz4ffx4vctJU2DCWVQGRVtk06lVOWKEvm192NR5UWc2HWCiZ9NBOCHb35g1qxZ/LjkRwwMDDh17BS9e/dm0aJFNGjQgFu3buU4MhMnTuSPP/5g/vz5/P7771SqVImIiIicEofTp0/zySef8Ouvv1K3bl3i4uI4dOhQvmucO3cuU6dOZdy4cWzcuJEhQ4bQqFEj/Pz8SEpKol27drRu3Zq1a9dy9+5dhg8fXvQn7w1BdpxKkVFh91n1SL9g3dnIkG8rulPfVjy/9FRiKu3Oiqfx/RzoSRtHm1zH8pMTr1ixIl26dMm9sxJ9HZbUELXfpqlJdKsf6F3PiwaiFvqM3xTK6uP3RMdaGIZRVpUEt6XP79KlC5UqFTEn7jm0Gi1bl17k3mXxFEaAjeaZ3DHU7Q41dD1C70rrCj2/sbEz1attwMSkbMHGxYyQlcWdbu+RefWq6Ph9BxjTV0W2wbPXNyQjg+WPo3jqFh2yCWFgxckkGEo7QRYqJWuDvalpI9GJt4hkpKawdvznxD8ST9MEsHUpi+WApkw5Mw24y7fb35G0HVplKIODB8tRJRkZGZlSQhC0pKffJSn5Uo4zlJwcikaTf7uHoqPAyjIIS6sgzExDSE4ug7m5D6amusyO7EwNcKCYr/liGKuMnzlFhqYYq4xzZLhtTGwgA/zt/PXO8/f35+LFizl/v//++/Tt+0yZuF+/fowZM4bevXsD4O3tzdSpUxk1ahQTJ07k3r17ODs706xZMwwNDXF3d6dmzZoA3Lt3D3Nzc9q2bYulpSUeHh5UrVo138fRunVrhg4dCuh6ds6fP599+/bh5+fH2rVrUSgU/Pjjj5iYmFCxYkUePnzIwIEDX+q5e12RHadSxET5bPe/vKkxiyu6E2IlnfC24mEMY6+L32gequmPr3nuKMzZs2f5+2/xnjZ55cQBOL1C15NHhI+zhmFd8z2mdQgSHc9LSqaawInSiXbdjc9irBBXq3N3d6d79+45zXRflHP/3uPonzclx48aZ3PEVJfe6GF1j59rf1PouV+1sENeEv74k8dffik5/mUvFTdcczsRT6NLaUoTWoX8SKiltNphORNDVgV5U9Hi5V6D50lLSmT1mOEkx0oLb1iUd2NfnXgux10G7sIZcTEIc0Nz1rZZi7e1d7GtT0ZGRkZGH0EQyMh4SHLypeecolDU6sRiv5aFRUCOU2RlGYiFhR9KpXTdckZGBqmpd3L9FqsMFfSeW5sMdTpp6nTSNelkqotXBEKpUGBiYIqpSldHZGpgiqHKEAMjZbFs4AmCkGue6tWr5xq/cOECR44cYfr06TnHNBoNGRkZpKWl0aVLFxYsWIC3tzetWrWidevWtGvXDgMDA5o3b46Hh0fOWKtWrejYsSNmZtIlBcHBwTn/VigUODs7ExWla1gfFhZGcHBwrkygp07afxHZcSpFpvi6MsW3YPnpgZfC+Sc6QXTsZoMgLJ7re1NUOXG0WljZBu6J1zvVy1iIk7svfw4tuMYF4FR4HF2+F7/Z9VbG0tBIPLQk6si9AHevxrFl4XnJ8YcqDb9bZKFVgLlhKt82mISpQeG+UKtX24C1dchLr/FFyY6M4majRpLjO6sq+LllbqGHaukZ/BwRxUi/0bSrJa0yF2Rhyk+BnniYFl1YIz9SE+JZOXIoGSnSjW4TQmzY5PxUJfEuSAQG+wX249OQT9/YpnkyMjIyrxuZmVFP0uUuPakhCiUrq/jT3MzMfLCyCsxxiiwtAl6o9jctO43LsZcJjQklNDqUiMQIBrgOQB2vRmko8dugpEjpc69Ds9arV6/i5eWV87e5ee5N9ZSUFCZPnkynTp30zjUxMcHNzY2wsDB2797Nrl27GDp0KHPmzOHAgQNYWlpy9uxZ9u/fz7///suECROYNGkSp06dwsbGRnQ9ecUoFAoFWm3xKv29KciO02tKplZL0JFLJKn135i1rM3ZVNUn125Eamoqc+bMEZ1LTE6clCj4RrwB7DWtG62zZqJUqgib8TaqQshHT91yhZ8P3xEda2Z4nXKq3DtTbm5udO/ePd8djsIQHpPKqNXnaHQt//4F31mlk6IEBVoWt1qDqVa6juop9vaNCAr89pULOzyPIAhETJhIwoYNkjYDP1aRaJH7NeqeWZ7vy49jh9IIVxFF9ka2liwOcKeMceEbLheWpJhoVgz/EHW2+GuSZaDlaMN0wk2e/jjfFbVTKVSsa7sOP7uiScrLyMjI/L+TlRVHcnIoSUmhOZGiwjRlLyqmpu5YWgZhZRWkc4osK2FgUHQZa0EQeJjykNCYUC5GX+RSzCUuxVxCLeiLXj2Pi5FLoa/xpjRr3bt3L6GhoXz22WeSNiEhIYSFheHj4yNpY2pqSrt27WjXrh0fffQR/v7+hIaGEhISgoGBAc2aNaNZs2ZMnDgRGxsb9u7dK+qIFYSfnx+rV68mMzMzR9X41KmC77HeVGTH6TUjLltNl/M3uZyiL6U50tOJL7xyf0ncvn2bVatWic7VpEkTGuWNUFz/F9Z2EbWfmd2dZZp2AFye3BJz4/zfHmlZaqpM/pcsjbjQwnvG5zBRPPvS69SpU65wb1ERBIG/zj1kxPoLKAXokmKEu0aFVAxmnXkmBmVNWdy9Kk0SpvM44g/dQD6bJBUD5uDiUvQvjuIm7exZ7r7fQ3L827ZKDgbl2QEzLE+08wRQKFmUx759GRtmVyinJ0dfXCRERvDzJwMkx++VSWNvdekUvad09+/OqBqjiiyfKiMjI/P/gFqd/MQZelpDdIn0dPEa4pfBxLgslk8jRE8cIiOjF1NNzVBncC3uWo5DFBoTyoMU6frWF8FAYYCFscUb16w1MzOTiIgINBoNkZGR7Nixg5kzZ9K2bVt69eoled6ECRNo27Yt7u7udO7cGaVSyYULF7h06RLTpk1j5cqVaDQaatWqhZmZGatXr8bU1BQPDw+2bNnC7du3adiwIba2tmzbtg2tVlvkvpdPef/99/nyyy8ZNGgQY8aM4d69e3zzja704XVzSosD+e7kNeFaajqNT4aJjompl+3cuZNjx8RT4kTlxP/5FM6sFLVvkzmdy4IuJHxs7Fu4WOdf17L7/C0G/H5NdMxDGUdjw1soFODq6kqPHj1eOKqUlJHNpL8v8+fZhznH6mQY8EWG9PqSK5jzybBqGKvU1Drfm8TE00SILxUAIyMnalTfWCrCDnnRZmRw5+2mZD0Wz1W76Qxf9VKhUeX+IoovMx61Se4vvN5l7Znk44qpquTSC2If3mfliCGiY9kqLQeqxvCgTHqB86xtvZYgx5dP05SRkZF5U9Fo0khOvpJLejstLR/VpBfEyKgMVpaBWFoGYmUVhKVlIMbG+qq9hSUyNVIXJYp5FiVKVxf8vV8UghyCCHQIzPm/h5VHTupcRkYGd+7cwcvG64XVdkuTHTt24OLigoGBAba2tlSuXJlFixbRu3dvlErp3++WLVuyZcsWpkyZwtdff42hoSH+/v4MGKDbwLSxsWHWrFmMGDECjUZDUFAQ//zzD/b29tjY2PDnn38yadIkMjIy8PX15bfffnthES4rKyv++ecfhgwZQpUqVQgKCmLChAm8//77b+RrUhAKQRCkdZn/gyQlJWFtbU1iYiJWVi8vpfyy/BuTSK9Q/RQ3b1NjNof44Gj0LJVKrVYzd+5c0tPFv5T05MSzUmGmGwj6IgxZgorKmT+Sjs7+n2H1CSpnLTqvVqtl165dfHvwPqEa8bB4E8MbeKgS6NChwwtr9p+5G89Ha84SkZQ72uaRraRrqnTtTTl/W9p+XJnU1EucOt2xwOu4lu2On9+UUhN2yMXjC8SPfoeIk9LO5eg+Ku645HaWsowrklhmNDx5DMM9nBjp6YxhIdIqX4bou3dYNepj0bFHDun8WzOqwDk6+HRgQu0JGKqKP01QRkZG5nVCo8kkJfVaLuntlFTxTdKXwdDQVucMWQbmpM4ZG7u88I5/tiab6/HXcxyi0JhQ7iSKp+O/KA6mDrkcokr2lbA2Fr8PkSLHcfJ6Mx2n/ypr1qyhb9++JCYmvrTQV3GR33ulKL6BHHEqRXbHJuk5TW0crVla0QPj53YaoqOjWbJkiegclSpVokuXPKl3j87DD+IJbGvVTRinfiYR+X3PEFoF6jtDUVFRLFu2jEy1lnWZVcjGANC3+9jtIR/2fh8LizYSj1IctUbLsoO3mbNT/AfEUqtgcFI+X4IK6D2zLpFxSwkPX8L+ApRHfX3G4e7ev0hrLBHS4mBDH7IvHebmP05PDuo7Tf/UVPBrU/00g3inr1AbV2BS+bIMcnPUa2xcEkTcusGacfq51mqlwOHKMYS7FCw1u7LVSqo5VSuJ5cnIyMi8cgrTnLU4UKksdM7QE5U5S8tATE09XioFKjY9VieuEBOa4xQlZ0kL+LwI/nb+uZwib2tvOQX7P8yqVavw9vbG1dWVCxcuMHr0aLp27fraOE3FyWvxLl6yZAlz5swhIiKCypUrs3jxYkkpw5UrV+bSsgcwNjYmI0O/Juh15/lg32gvZ4Z7OOX6Mjxz5gz//POP6LmdO3cmMDAw98HDC2D3RFH7vllfsE/7TKd/zNv+DG5UPudvrVbLnj17OHLkCAAxWjO2ZIkryFUva8yGj5sW6Yv7YUI6X2y4wNFb+n2rnqIS4L0UY8pqpCNBbT/x5EFCPzIy7nOigL60Hh5D8Cn/eaHXWCJotbB/BhycgyDAo+M2JN01A5xEzft/qiLZLG90qRKTG35LNxf7V5Yv/PDaFX6fOErveKRtBtvrRBZ4fivPVkyrPw1jVfGq9MnIyMiUJCXdnPUpSqWRLjL0nPS2mZkXigIaj+eHRqvhZsLNXA7R9fjrxbhqsDa2znGIghyCqGRfCXtT+2K9hsybR0REBBMmTCAiIgIXFxe6dOmSSyr9v0SpO07r1q1jxIgRfP/999SqVYsFCxbQsmVLwsLCKFNGPO/WysqKsLBnkYo3tfisuYM1EU2q5DomCAIHDhxg//79oucMHz48t1ykVgPf1YVo8UKeGhlLieaZfacQV+Z11V0zOjqaH374gezsZz8I57LLckEjLpH+7ftVaRtcuFqgHZciGLz6TKFs66cbUCdTOm0ruGUmWdbDALgZkf9cNtY1qFp1FUqlUaGuXSKE7YDfuuX8mRppxL190s/b/A5KjgXoO4u/vv0rVcpUKYkVinLv0gU2TM3dG0qjEDgWFMvNcqkFnr+s+TLqlq1bUsuTkZGReWEEQXjSnDX0lTVn1QkrBGJu7oNS+XKpyYmZiTnO0NP/x2VIN3V/Ecpbl38WJXIMpIJNBTmlWqZQjBo1ilGj9Ddb/4uUuuM0b948Bg4cmBNF+v7779m6dSvLly9nzJgxouc8bb71XyIjI4Pff/+d8PBwvTEHBweGDBmSW0484R4sEC+oP64N4L2s8cAzh9Lf2ZJtn9Rn//79TJo0KZe9RlCwIbMyGYh/QZ4Y1xQnK+m0ubQsNTO2XWX18cIr+3zgUQbnC9KpAXaeD3GsPhmFUiB/oXEd9eoexsSk8LKkxUrcbfilPSQ+e/xatYJbW8ugThffPbzsDlO7q9DmqUmq41KH75t//8p6Rtw+d4q/Zk3OdSzGOpMt9QrwUIFG5Roxu+FszAxLT65dRkbm/xtdc9ZHTyS3Q1+r5qyFQStoCU8Mz5U6dzn2cjGtWIeZgZmewIKTuXjWg4yMTP6UquOUlZXFmTNnGDt2bM4xpVJJs2bNJBXjQNf4y8PDA61WS0hICDNmzJBUA8nMzCQz81mD06SkpOJ7AMVAZGQk3333neiYqHx36Eb4Q7xWZ1x2f9ZqmuodH2gdSnZCBlOm7M11PE5ryt9ZgXr2AA18HVjVr6ZoNO/yo0Q+XnuO2zEFRyGeMr9bZZq42rFmwnHdgQR9p0mhyqR8mzEYmKQUas6qVVdjZ1un0GsoNrLS4O9hcOkPvaHYMHOizkkXt47sr+J+Gf3ndHXr1VR2rFysy5Tixomj/D1vRs7fWoXAiYpxhHkU/Lwvfmsxjd0al+DqZGRkZHRkZkbpHKKcGqLXuzlrXlKzU7kcczlXlCgyreBU56LgbumeyyHyt/PHxEAWSZCRKSlK1XGKiYlBo9Hg5JR758PJyYlr18RTz/z8/Fi+fDnBwcEkJibyzTffULduXS5fvky5cuX07GfOnMnkyZNFZip97ty5wy+//JLrmLGxMYMGDcLe/rmcYUGA9R/AVfF6p/4WS9gTY6t3vLvxWYwVGrIzcx+/qHbhrFr/uQJY0K0KHao+S9XTagV+ORbO5H+uFPJRQVV3G+Z3rYKngznqLA0bvz7No2XXWSNh79F0Bqb2hVPrKe/9BZ6egwu9lmJBEODEMtgxWnQ4K1nFra3Su3d/1FWwrpF+5Kmeaz2WNl36SqJLVw/vZ9vib3L+jrPM4u8GBTdDrOVci/lN5mNpVPSGhjIyMjJi6JqzXsoRVEhKCn2tm7PmRRAEHiQ/yBUlKkyz1qJgqDTUixK5Wri+saUJMjL/FUo9Va+o1KlThzp1nkUZ6tatS0BAAMuWLWPq1Kl69mPHjmXEiBE5fyclJen3OColnpcV9/f3591338XQ8Ll0ufQE+NpD/GTzMnzhtoYN56Mhjy7Gu0YXsVTm9pY0goJN6soka8TT8Y6OeYuyNqZEJ2cy4JfT7L5a+F2xYU18+KSpL0YGOgdAEASObLjJ1r33Jc9xClmNrU8BUnhPsLOtT+XKP6N8lYo8947D8paSw4IAD4/YkvxAXDEm0wAGD1ORaqr/I7em9RqCHV+8EXBhCd37L/8u07XCFRA445fApfIFR1znNJxDK69WJb08GRmZ/xjPmrM+c4pKojmrsbHLc87QyzVnzUuGOoOrcVcJjQ4tsWatLuYuejLccsqzjMybQak6Tg4ODqhUKiIjc9+kR0ZGFrqGydDQkKpVq3Lz5k3RcWNjY4yNX09lr4oVKzJu3DiMjPIIGUSHwRJxVUHqDec7ww/4ekcYxEbnGnrb6CpOytzpVpXqNuOLveK53jU97RjSpDxDV5+l7qy9ojZ5sTIx4Pue1ajr46A3dutsFDt+kJZjtXQ7RdnaP6JQFKZ1mIL69Y5hbOxYqHW9NMmROkGHR+fyNUt5bMz9A9IKQrPfVXK6gn4Eqb5rfZY0XVLi0aVzO/5h74plACSYZ7OlxWPUBvk/38GOwSxturTI/TNkZGT+P8jdnPUSScmXSEsT/819GYyMHHKU5oqjOevzCIJAZFqkXpToVTZrlZGRefMpVcfJyMiIatWqsWfPHjp06AA8k8UeNmxYoebQaDSEhobSunXrElxpyZHLabq4Af4cIGqX3HkdozbfZfueckDu3kcNDW/hrdKp69jY2NC3b1/WX4hl+rarIOE0AZwMj+PkivxVeVoHOTO1fSD2FuLOZ3xEKmsnnZA8X2WUjHfr8aiMCqdcVC1kHTY21Qtl+1JosuHf8XDi+wJNb6pcif/LFIs08cdwzlvBrC5KBJHms2tbryXIUVzEo7g4uXkjh9auREDgvG8iF1oXXBQ9rd402vu0L9F1ycjIvN7oNWdNvkRKinia/MtgYGDzXC+il2/OmpdsTTZh8WG5aolKullroEMgVkb5N8qUkZH571HqqXojRoygd+/eVK9enZo1a7JgwQJSU1NzVPZ69eqFq6srM2fOBGDKlCnUrl0bHx8fEhISmDNnDnfv3mXAAHGH47VHo4atI+DsL3pDaWblWJTWjgdaO7as1gC565Iqqx5S1fARzZs3p27dumi0Ai3mH2TBzMMvvJzpHQN5v6Z7vj9oWRlq1k8/RWK09E6dZ/OpmNgWLkXD1+dL3N37FXmtRSYfYY28vB/4NS4nIxjw9zpAwAJ9p2n4IBWP7PWfp4blGrL4rcUltssoCAJHN6zl+B+/kWyazda6EWS01uZ7jq+tLz80/wEHU/1IoYyMzH+LV9mc1dKyUi6nyNTUHUUxfvfFpMfoyXCXZLPWIIcgvK29USlfvJ+SjMzrxP79+2nSpAnx8fG529nIvBCl7jh169aN6OjonMZZVapUYYGYP28AAFZ4SURBVMeOHTmCEffu3UOpfPYlHB8fz8CBA4mIiMDW1pZq1apx9OhRKlasWFoP4cWJugZLa+kd3klDjhFCaqoRGzKr6I17GyXzx2ctsbXVCULcjk7Ba+y2Il/e39mShe9Vxc+54GJZQRA4sDaMy4ceSdo411iBjdfRQl3bwaEpwUHfvVSzvwKJvAIr3oaMhAJNZ3v0Zb5HL8pFRrBq8ki+YqGo3W+NlPxVV/ym4Pc2v1PJQVzd8WURBIGDa1Zw6p8/uOSdxBn/BCggyDq+1ni6+XfL30hGRuaN4VU3Z7W0fKo0F4i5mXexfl+rtWpuJdx6pc1aAx0CsTMpnlooGZmXpU+fPiQkJLBp06Zcx4vb0albty6PHz/G2lpOxy8OSt1xAhg2bJhkal7eRrDz589n/vz5r2BVr4C7R3L9+TPduE9Z1E/6KmXm6avkamPK4dFNUCgUJKRl0W7xYUIfFr5XRb96Xoxq5YeJYeF//K6fimDXz9KKelYeR3GpuYLCZFwolabUq3sAI6MS6jKekQR/DIAbOws03Wtbk8EVJ5BkYMk3PmV5b/KXtPu6h/i05oZ8+KGWdGP9B9nYrTGLmiwqEaUjQRDY8/N3HD30N9tqR5BqpsnXWXKzdGN5y+U4m/+3epzJyPzXKZ3mrIFPmrP6vnRz1ry8ymatwY7BBDoE4mvjKzdrlZERwcjI6D/X+7Q0eS0cp/9XrpjV4iSdicKeNMwQBDiY7c0drb5jsWZALT757VyhI0uGKgXf96xG04CiN7mLfZjC71NPSo4bmMbh1XISKiNdqp6JsSsZmQ8l7atX+wNr6ypFXkeBCAIc+gb2TivQNFFlQYcqi7hqUZ4fKnnyThkbzuzZw4Mh3QEQ60g1vauSC+WVgMDzzYSh5KJLWq2Gf79fxMbwTZyoFAeGwFvS9p9X/5xeFXvJErUyMq8hgiCQmfn4WR+iV9ic1dzcD5WqeIWRXmWz1iDHJ7VE9nKzVpmiIQgC6szMgg1LAANj42L7PU5NTcXd3Z3ly5fTuXPnnOObNm2iR48eREREYGlpydGjRxk6dCjXrl0jMDCQ8ePH07FjR86dO0eVKlVEI1iHDx9m7NixnD59GgcHBzp27MjMmTMxNzcHwNPTk0GDBnHz5k02bNiAra0t48ePZ9CgQTnruH//PiNHjuTff/9FqVTSoEEDFi5ciKenZ7E8/tcV2XEqRYxNTAlHJ41+WenFqTTp+pMeP0kLMAA09HVgdufKOFu/WOO7rHQ1aycfJzUhS9LGq+VEjK0fYWzsgr19ex49+h1A1GnyqzCFcuXEIzgvg3BzL4rVHQtl+5H/l2xybsFvweVpaGfJPkCTmMiNho24KvGleqeqE2NaxiCIfPE1cWvCwiYLi91J0Wo0/L5oMt8ZbiHBMhvMAQmfzNHUkVVvr6KcpXgfLhkZmVdDZmY0ycmhb2xz1ry8ymatT6NE/nb+GBezcycjo87MZFHvzgUblgCf/LIRQ5PiaUBsbm7Oe++9x4oVK3I5Tk//trS0JCkpiXbt2tG6dWvWrl3L3bt3GT58eL7z3rp1i1atWjFt2jSWL19OdHR0TubXihUrcuzmzp3L1KlTGTduHBs3bmTIkCE0atQIPz8/srOzadmyJXXq1OHQoUMYGBgwbdo0WrVqxcWLF/XVov9DyI5TKVK+fHkC2vRj9B+hL3T+hLYV6Vff64WvLwgCO346yu0z0jszLrV+xNrjJB4eg7Gy/IrQS0PIzHyc4zQ9T5kyrQmstLBYC4O18XdJWNkBu8TbQN64T26Wl+3IIv9PWV6lAiFW5iwBljwZi1q4kNjvpBX0Ph6sItJWAcTqXWVd23VUtC/eGjqNOptJSwayyeaM7kA+afcfVfmID4M/lKNKMjKvgOzseJKSdKlySU8cozepOWteXmWz1iCHIAIddTVFZc3Lyt9ZMjIFsGXLFiwsLHId02g0Of8eMGBATo2Si4sLUVFRbNu2jd27dwOwdu1aFAoFP/74IyYmJlSsWJGHDx8ycOBAyWvOnDmTHj165DhYvr6+LFq0iEaNGvHdd99h8sTxa926NUOHDgVg9OjRzJ8/n3379uHn58e6devQarX89NNPOZ/zFStWYGNjw/79+2nRokWxPUevG7LjVIr8eiycrzYXPc1h94hG+JSxKNhQBEEQOPj3Ci5t95S0sfE+gFO11dSovhFDwxkcO96Mu3fFnQ4DA2vq1tmLoaHNC60nL1lZ6VxeN5Sqt/4EQIm0T3HBogITa8xlTvWa+Jqb0A94XpsvI+w6d9pLS24f6+zPfF/xXiRN3Zsyv/H8Yv3hj06OpOdv7/LI+Emajo24nbmBOb+1/Q0v6xd3imVkZHKjVic/qR269KRJa+gb15w1L+nqdK7FXSvxZq3PiytUtK8oN2uVea0xMDbmk182ltq1i0KTJk347rvvch07ceIEPXv2BKBmzZpUqlSJX375hTFjxrB69Wo8PDxo2LAhAGFhYQQHB+c4O0/PyY8LFy5w8eJF1qxZk3NMEAS0Wi137twhICAAgODg4JxxhUKBs7MzUVFROXPcvHkTS8vcmz0ZGRncunWrSM/Bm4bsOJUiN6JS9I4ZqRRkafQblnram7FrRCMMVUWP5mRkRnDo30+4vnXw09n0bAwtIqn23gGqVJ0H1ObkqWOcPiMd6q5RYzNWloFFXkteUjUatu5YSNdTkwEwAqrmYz+m7g983LAjriZGVAY25RkX1Gru9ulD+ukz4hM4OfBBz3gyjRSAvtO0vu16AuwDiv5AJNhy/W/GHvvy2QGJ79Revj0YWWeU3ChRRqaI5GrOmnyJpKQ3rzlrXl5ls9bnG7a6W7nL30EybzwKhaLY0uVKGnNzc3x8fHIde/Ag9+bHgAEDWLJkCWPGjGHFihX07dv3pTZ1U1JS+PDDD/nkk0/0xtzd3XP+bWiYW2xFoVCg1Wpz5qhWrVou5+spjo6OL7y2NwHZcSpFvmpbkXo+DkQkpjPxb51yXV6naVxrfwY1LF/kuSMi/ubi+S+5vW0amixLYLCoXfOPUqgQ9A6CIHD9Rhj7D0g3aw3wn0nZsl2LvJbnic9Ws+jYDsbt64WhoMEcyG/GNUEjadV2LPbGug/wLAm7pO3befjZCMl5/hlenV9NzwMJ5E3Fa+7RnLmN5hZLdCk5K5lhuz/ibPS5fO2UWgW/Nl9JcLmQl76mjMx/kdzNWS89ac56tdivY2Bg/ZyoQvE3Z83Lq2rW+rxTVMmhktysVUbmDaVnz56MGjWKRYsWceXKFXr37p0z5ufnx+rVq8nMzMT4SbTr1KlT+c4XEhLClStX9By2ohASEsK6desoU6YMVlb/X98tsuNUioTHpPLhr/qRETc7U9YNqkNZG9NCz6XRpHPp0idEx+zj0fGBJN+vARK9iN7q60pALT8AIiO3smevtGPm7NyRigFzXvgmIiIzmy/Onmfo8RHUSbyILTAxH/uzbi3w6/4z5ma6D2J+8hLquDhu1K0nOS60bEi3qkfQaaWf1xvf0G4D/nb+hXkY+bLv3j4+2ae/c5OXqjFl+X7wBszM/7++ZGRknke/OeulJ81Z9SPtL4NKZf6kD1HJNWfNy6to1hpgF5CrN5GXtZfcrFVG5j+Mra0tnTp14osvvqBFixaUK/dMHOr999/nyy+/ZNCgQYwZM4Z79+7xzTffAEjet40ePZratWszbNgwBgwYgLm5OVeuXGHXrl18++23hVpTjx49mDNnDu3bt2fKlCmUK1eOu3fv8ueffzJq1Khca/yvITtOpcgHP+eW/O5Z251J7SphUMh0vMSkC5w+3QmA+JuNiDzbE+guahv8Vjnqd/FFoVCQmnozX2fJ2MiJ2rV3vlCh8u20TPqH3uTdS4sZdv83nIFf83sMZs6Y9v0HI8cKABQm/hI562viVq6UHP91Wn3+ST0OHCVvdKmFRwu+afTNS+0mp2WnMfLASA4/PFygbe+7Nflk1LcYmRTeCZaReRPRa876JG1OEKSVOl8EXXPWwOeaswYVe3PWvLyqZq3PR4nkZq0yMjJP6d+/P2vXrqVfv365jltZWfHPP/8wZMgQqlSpQlBQEBMmTOD999/PVff0PMHBwRw4cIAvv/ySBg0aIAgC5cuXp1u3boVej5mZGQcPHmT06NF06tSJ5ORkXF1dadq06X8+AqUQBKF4t/lec5KSkrC2tiYxMbHUX9yopAz6rDjFJ019aRVYcHMyQRC4dfubHKGG9FhP7u75UtLe3tWcd0dXx9BIhVqdwomTrcnIkO63VKvmNiws/Ir0GEKT0+h58TYhj/ay4vJXhTpH0201qoB2RbpO+uXLhL8rXXOl/Xwg7xmukBzf2G4jfnZFe2zPc+ThEQbvFk93fB7f+xZ00TSk89gpGBrJMrsybz7izVkvodGIdT97GZ42Z33mFJVEc9a8vIpmrT42PrmiRD62PhiW8OOSkfl/ICMjgzt37uDl5SXpKPwX+PXXX/nss8949OhRgVLfa9asoW/fviQmJmJqKm/aPiW/90pRfAM54lSKlLEyYdunDfK1ych4zJkzXcnIfASAOsOCW1u/RdBI35T3nFoba0czBEHg2rVxPHq8XtK2YsW5uDh3KPSaj8an0P3iLVxT7vHnhU8JyorlQgHnCPU+Q9H0K3iSTlLYfWEhK4vw7u+TcVlcedDIy4vFn3qyJ/IQoO80tfJsxeyGs18oupShzmDc4XHsururQNu3jzlRx6sB74wch8pAvhmSeTMoleasloFYWgViYe5f7M1Z85K3WWtoTChXYq8U6zXMDc1zOUSBDoGUMSsZwQgZGZn/P9LS0nj8+DGzZs3iww8/FHWaVq1ahbe3N66urly4cIHRo0fTtWtX2WkqIWTH6TUkPuEUly59TFZWNACCVsGDI8NIfVxZ8pzWQ4PxCtY10H38+C9O7/1c0rZs2W74+00vlEOxMyaR3qF3MNOksejaTNrGHORuQSd51Ieuq8DcHsi/95IYCZs28XjMWMlxzdKpdL8/GbgPkff1xl80unQ64jR9d/Yt0M7rkRn1LjpQsUZ92nw6CmVvub5A5vWiVJqzWgZiaVmxRJqz5iUlK4UrsVeeOUXRoUSlRxXrNTysPHI5RX52fnKzVhkZmVfK7NmzmT59Og0bNmTsWPH7ooiICCZMmEBERAQuLi506dKF6dOnv+KV/v8gp+q9Bmi1mdy7t4Jbt+fkOh4X1oyoC9I5pyEtPajTUVerlJxyjZMn20jampq4U7PmPxgYSPd/EgSBdRFxDL92HwSBwQ/WM+n20oIfgMoY+u0A1xdXiFNHR3OjQUPJceuuXZjeMIaDDw+Jjrf2as2sBrOKFF3K1mQz8ehE/rn9T4G2LU6UoWysKZUaNaXF4E9QysXYMqVAaTRntbQMxNKiEoaGJf99mbdZ68WYi1yKuYRW0BbbNYyURs8cIkedU+RiXnIqejIyMiXH/0uqnszLI6fq/QfIzIzm8JHauY8lOfPwyFCykl1EzynjYUnHz0MwMFShVidz6HDtnMiUGLVr7cTcXFxyUisILLsfzeRbujTAOgnn+evCp7xXmMW3WwTVehdslw+CIBAxeTIJv6+TtNFsWkb3Ex8Bf4FIedYf7/xBBdsKhb7mxeiL9NiWn1afDrdIUxqed8BQo6Ry89Y0/XYwCqXc30SmZMjKiiEmZj8xsXuIidmDIGgKPukFeJXNWfPyfLPWp47RwxTpmssXoax5WQIdAgl2DCbQIZAAuwC5WauMjIyMTLEhO06lSGSkLtKhyTIl4nQvkh9Ul7T9YHodrOxNEQSBK1dGEhG5WdI2MHAxTmVa6x1XawW+CY9gwd1IAJwzo1kdOoaI1EI0i6z6AbSZCwYvn6qSfv484e+Jq/8BOE+fxjjr3TrVuhMf6Y238W7DzPozC7VDrNaqmXVyFuvCpJ2zpzQ97YhblO4mq3q7TjT84uWazMnIZGcnERt3gJiYvcTE7CkBQQUdr7I5a15yNWuNfhYlytRkFts1FCieNWp9EiVys3STm7XKyMjIyLxSZMepFLEwas+19Z6iY5b2Jrz9YRCO7jpJ8EeP1nNqr3TdT7lyvajgOyHXjX66RsvEmw9Z9SgWAENtNtNuLiLi8d8FL87RH3psBBu3wj+gfNBmZnKn07tk3bolOm5cMYDUb7/i/V29IGUSpOjb/PnOn/ja+hZ4rWtx1+jyT5cC7VxiTGhy1hEjte7mq/a73anb5X3ZWZIpEI0mjbi4I0TH6CJE2dnFq8KWF1ub2pQr16vEm7PmJUuTxfX461yMvpijOheeFF6s13A0dcwVJapoX1Fu1iojIyMj81oiO06lyN/zr+odazkwEJ9qup3ipORL7NnbXvJ8c3NfalT/C5VKp5ySpNYw8tp9/olOyLHpHLmTiGszCregDzZB+SaFXn9hiF+/nogJ0i1vPTasY0TkUo48PAK7eumNt/Nux/T6+QtZaAUt807P45crvxS4nsZnHfCMMM/5u3733tTqULCTJfP/gVabSXz8CWJi9hIds7tE6oeex8LcDweHpjg4NsPKMqhEm7Pm5Wmz1uedopRskR2LlyDALuBZpEhu1iojIyMj84YjO06lSMfPq7Fh1imCm7hR/W0PlColanUqV66M4nHEH5Ln1am9BzMzT6Kzsnkv9C6H4p/d7FRMucmN8x9jqUkreAFNJ0D9EVDMu9fZERHcbCztgNn2+oDIgW3oua0nnBWvN/rrnb/wsRWvzQK4nXCb97a+R7o6Pd+1OMYb0+y0I8bZz27WmvQZRMjb7xTwKGT+S2i1ahITzxATs4eY2L2kpd0p0euZmnrg6NAMB4emWFtXQ6l8dV+1T5u1Xoy5mFNPdDOhEOm4RcDG2EYXJXIIzmnWamtiW6zXkJGRkZGRed2QHadSxNrRlAFzGyIIWu7fX8GNm9KRoeCg70mzaMiAS+GEnkgAzuvmyE7mt6uTaRJ/quAL+rWGjsvApPjTYARB4PGYsSRulq69Kn/4IMPOfsmxx7/Btt/0xt8p/w7T6k0TjS4JgsCS80tYdnFZgWupf8Een4e51QObDxpGcNNWhXgkMm8SgqAlKTmUmOjdxMTuJSXlWolez9jYGQeHpjg6NMXGpnaJ9yLKS2JmYk4t0dMoUXxmfLFew8fGJ1eUSG7WKiMjIyMjo0N2nEoRjSaTI0frS9ZHWHuMY3BUbR5kZMMlgKsoBC2f3/2Fz++uLPgCZvbQZyuUCSjOZeci9eRJ7vWSVtcr+8033KnpygfbP4Ctb4nabGq/ifI25fWO30+6T49tPQq8MbRNMqTFSSdMs3KnALUeNpKABsWbeijzahAEgdTU60TH7CYmZi9JSedL9HqGhrY42L+Fg2NT7GzrY2BgXvBJxYhGq+Fc1Dn23NvDnnt7eJxa/CmCT5u1Ph8lkpu1ysjIyPx/olAo+Ouvv+jQocMrnbNPnz4kJCSwadOmYrvuq0R2nEqRh4/W6jlN183fY1pqBzQKQ7gHkM1bscdZe2l04SbtvBwC3y32tT6PNj2d223akv3okei4aUgIbiuX8+H+jzjxeAxs17fp4NOBKXWn5IouCYLA8kvLWXB2QYFrqH3JDv97lnrH240YS4Va9Qr9WGRePWlp4cTE7CE6Zg8JCSdK9FoqlZnOIXJoir19IwwNrUv0emLEZ8Sz//5+dt/bzcEHB0vkGnKzVhkZGZk3CykHYv/+/TRp0oT4+HhsbGxKZW0vyuPHj7G11aVth4eH4+Xlxblz56hSpUqOzcKFC3mTW8jKjlMp4uDQkqP3dvEwM4tlfEySwhrSwCE7nom3ltAlalfBk9QeCs2ngqrkX8q4Vb8SOUM6ndBr019cs8ug6/YP4DdxafXN7TfjbeOd83dEagS9tvcqcIfdMtWAVsedMM/Uf5wdR0/EO6RGIR+FTEmRkfH4iez2bmLjSsZBeIpCoXrmEDk0wdjIoUSvJ4YgCFyOvczuu7vZc29PsavNPU8Vxyr0rNhTbtYqIyMjI/PakZWVhZGREc7OzgXaWlu/+g3M4kR2nEqRdXFGjM0ahaGQTa/Hf/Pl7WWYaQvofeJaHbr/BhavJsUm68EDbjVrLjluP3Ag9p99yoe7PuTECXF1uk6+nZhUZ1LOzd7aq2uZeXJmgdeucdWWincsUaB/k9h5/DQ8gqoU7kHIvBRZWbHExO7TCSuUYHPWp9jbNXwSIWqCqalriV5LiuSsZA4+OJiTOqcVtCVyHQUKmro35S33t2hYriHWxm/2D4qMjIxMaSMIAkJ2yXxnF4TCUFmsG1uxsbEMGzaMgwcPEh8fT/ny5Rk3bhzduz/rhdm4cWOCg4MxMTHhp59+wsjIiMGDBzNp0qQcmxs3btC/f39OnjyJt7c3CxcuzHWdzp074+zszLfffgvA8OHDWbhwIVevXsXf35+srCxsbW3ZvHkzzZo1o3HjxgQGBmJgYMDq1asJCgpi3759uVL1vLy8AKhatSoAjRo1Yv/+/XqRtsKs/9q1awwYMIDTp0/j7e3NokWLaN68ebGnGhYG2XEqRRqoEok40Khgw37/gnutkl/QEwRB4OHwz0jeuVN0XGFoiO+hg1zIvE3THb3h1xWidps7bMbb2puY9Bg6bu7IrUTxHk5PMUtX8fZxZyzTxd+W3SZ/TTn/SkV7MDKSqNXJxMYeyOlFVFLNWZ9iY1MLR4emODi8hZmZV4leSwpBELiRcEPnEN3dQ1h8WIldy8PKg7fc36Kpe1OCHILkZq0yMjIyrwAhW8ujCUdL5dplp9RFYVR8LRcyMjKoVq0ao0ePxsrKiq1bt/LBBx9Qvnx5atasmWP3yy+/MGLECE6cOMGxY8fo06cP9erVo3nz5mi1Wjp16oSTkxMnTpwgMTGR4cOH57pOo0aNWLbsmfjWgQMHcHBwYP/+/fj7+3Pq1Cmys7OpW7durmsOGTKEI0eOiK795MmT1KxZk927d1OpUiWMjIwkH2d+69doNHTo0AF3d3dOnDhBcnIyI0eOfMFn9OWRHadSxCf8X/2DToHQfDKUb1rsMuEFkXLkCPf7D5Acd120EPNmTRnw7wBOb24gavOu77tMqjuJP2/8SftN0j2onlI1zIbgW1aiUSWAHtPn4exToXAPQAYAjSaduLjDOb2ISro5q5VV5SdKc80wN69Qamlk6ep0jj48yu57utS5gqTqX4b6rvVp6t6Uxm6NcTB99WmCMjIyMjJvPlu2bMHCIrcKsEbzLKvD1dWVzz//POfvjz/+mJ07d7J+/fpcjlNwcDATJ+p6Zvr6+vLtt9+yZ88emjdvzu7du7l27Ro7d+6kbNmyAMyYMYO333475/zGjRvz6aefEh0djYGBAVeuXOGrr75i//79DB48mP3791OjRg3MzMxyzvH19WX27NmSj83R0REAe3v7AlP48lv/rl27uHXrFvv378+ZZ/r06TRvLp0NVZLIjlNpEtILslLB2BKq9QUDaW+8pNCkpHKrRQs0ceI31+Z16+L24w+ci7lAvR294VfxeVa/vZoZJ2fwx40/+OOGdA8qE8GItw86YJ0qLW/8wdeLKOPpLTn+/8rzzVljYvaQkSkuzlFclGZz1rzcS7rHnnt72H1vNxejL5bYdZzMnGjq3pSm7k0JcQrB4BX2X5KRkZGReXkUhkrKTqlbsGEJXbsoNGnShO+++y7XsRMnTtCzZ09A50TNmDGD9evX8/DhQ7KyssjMzMzlwIDO8XgeFxcXoqKiALh69Spubm45ThNAnTp1ctkHBgZiZ2fHgQMHMDIyomrVqrRt25YlS5YAughU48aNc51TrVq1Ij3W/Mhv/WFhYbi5ueVyvp53Gl818l1BaWJkDg0/L9iuBIj58Uei586THPfe8g8G3l7029mPs6uriNrUdK7JyYiTAPTc3lNyrsYZgXjsTZKMKgH0mfcd9q5uhVv8fwxdc9azxMTqUub+y81Z85KtyeZExIkcgYWEzIQSu1YN5xq6eiK3t3CxcCmx68jIyMjIlB4KhaJY0+VKEnNzc3x8fHIde/DgQc6/58yZw8KFC1mwYAFBQUGYm5szfPhwsrKycp1jaJh7M/p/7d15XFRV/wfwzzAM67DJjrKpqLizumAiAoKRCY/mFinmUoaZmmJaWmqJa5FLYEZq5lLmkk9uKYKP4oZLLqUoSOLCpiKLbAMzvz/M+2sEZREYls/79ZrXwz333Hu+M89J5ss59xyRSAS5vOrPeYlEIvTt2xdxcXHQ1NQUnjsqLi7GlStXcOLECaWRr6ex15aXjb8+MXFqRopTUnBz4KvPPW8y5X2YvvcezqafhevBIKDiaauCp0nTsyRqEryT1R/5p59uRpoHVJA0jft6HQwtmu4XWGFz1n+eIWrqm7M+K/1xurC4QkJ6FTZoriFDTUNhgYWelj2hIa7/kVsiIqLaFh8fj8GDBwsjUHK5HNevX0fHjh2rfA9HR0fcvn0baWlpsLR88p3r1KlT5ep5enpi3bp10NTUxBdffAE1NTX07dsXy5YtQ3FxMTw8qrfVy9Nnmv499bAm2rdvj9u3byMjIwPm5uYAgISEuvtOURkmTk2cQi7H7UmT8PhoxctDq+nro23MYUBX58no0sbICutVZlS7kWgd8xh3Ll8EAOSjfJKgLtHA2Ii10DcxrVEbDUV9b86qrm74ZFEFFW3O+qwyeRnOZ54XRokyCjLqrK2uJl2FBRbsDOzqrB0iIqKGxsHBAb/88gtOnDgBIyMjfPnll8jIyKhW4uTj44N27dphzJgxWLZsGXJzc/Hxxx+Xq9evXz9MmzYNGhoa6NOnj1A2Y8YMuLm5VXuEyczMDNra2jhw4ABatWoFLS2tGi1F7uvrizZt2mDMmDFYunQp8vLy8MknnwCASp6pZuLUROXFxuLOpPeee956bRSknp5ISE9A9501mwv844CN+Oubrbh3/Sqw7wTuVFBHS6qHMcvXQGrUokZt1Lf63JxVTU0bJib9YWriA2PjvpBIDOu0vap4UPgAsbdjEZMag+N3j9dZO9rq2uhv0x8+Nj7obdUbOhKdyi8iIiJqRj755BPcvHkTfn5+0NHRwcSJExEYGIicnJwq30NNTQ27du3CuHHj4O7uDjs7O6xcuRL+/v5K9bp06QJDQ0O0a9dOWLCiX79+KCsrK/d8U1Woq6tj5cqVWLBgAebNm4dXXnkFcXFx1b6PWCzG7t27MX78eLi5uaF169ZYtmwZBg0aBC0trWrf72WJFI15+94ayM3NhYGBAXJycqCvr6/qcGpVWW4ubvTzgqKgoMLzUm9vtFq1EmWQI+RACC5mXazW/Yc4DMHMbtOxY/7HyLr1/Odw9IxNEbw4Ajr6DWdPmvrcnBVQ+ycherIXkaam6kfY5Ao5Lt+/jJjUGBxJPYJbubfqrK12Ru2EBRbaGalulT0iImraioqKkJKSAnt7e5V8iSbViI+PR58+fZCUlIQ2bdpU6ZoX9ZXq5AYccWoCslatxv1/Vj6pSJuDB6Bha4uE9AS8uqlbte79w8Af4KjjgC2fTEf2vrOIwqgK6xlZtcKohcuh9cyymnWtvjdnbdHilScrzRn3V9nmrM/KLcnF0dtHcST1CGJSY6BA3fwt5Olmrd623ujbqi/0NZrWHx6IiIio4dm1axekUikcHByQlJSEDz74AB4eHlVOmmoTE6dGqvjGDdwc9Ppzz5vNnAnjcW+jVF6KMfvH4FJc1ZZwftX+VSz0WIjSx4XYNGsKjuybiyPPa8O+DYZ/Gg4N7dqfZqWKzVmfjhKpanPWZykUClzPvi4ssHA9+3qdtWWrbyuMEnU26czNWomIiKhByMvLw6xZs5CamgoTExP4+PhgxYoVKomFiVMjoigtReq48Sg4XfGzN+qmpmhzYD/UdHURfzce727sUqX7rhuwDj0teyI/+yE2fvgeVq35z3PrtuzQEUPmLIBEs2ZD4k82Z43/5zmi+tuc1cTEG1Ld9g1m2liBrADx9+KFqXN1vVmrj40PPK09uVkrERERNSqjR4/G6NGjVR0GACZOjULugYO4O3Xqc8/bfB8N3d69cSHjArr90rPS+3lZe2FJ3yXQVtdG7v1MfP/BRMSXlj63vm1XJwSGzYO65Pmb1j7ZnPXMk72IsprX5qzPupV7C4dvHcaR1CO4dL9uN2v1sfWBt403nMycuFkrERERUR3iN60GqjQ7Gzc8+gDP2QBMPyAAZkvDEX4mHNuvvwPcePH91nivQd9WfQEAj9LT8M2bb7ywflu3Xnht6iyI1ICcnPNIubUc9+8fQUHBzRq9n6pS3pzVGWpqz0/W6ltJWQlOpZ0SniWqy81a3S3c0d+mPzdrJSIiImogmDg1MDl79uBe2Kznni/dFYVRZyYDOAj8ePC59Sx1LbHz9Z2QajxZrOHBndtYMfy1F7Zt1DYHNl738GTw5iri/vd9Dd5BxRra5qzPqu/NWr1tvNHDsgc3ayUiIiJqJJg4NQAld+7iznvvofh6+Yf/5QB2zumFnxX/fJk/M/mF99oXtA9GagW4fz8GCYffwvmNshfWN3bMRqtX0lHTR38a2uaszyqVl+J8xnkhKarTzVpNu8Lbxhv9rftzs1YiIiKiJoaJkwqVZmfjRq/ym88+0AO+H2eNBO20JwWKF4+AeEplCDJ6kiD9sc8f13e9eFU4k84P0bJ3xguTpYa4Oeuz6nOz1qejRNyslYiIiKh5YuKkQjm7dgMAFABOOorwvZ8YudpPz6ZVev1cy0IYqyuQn6aNP9a2fWFdc6f7sHDLgkj0dHPWqQ1mc9Zn1edmre2N2j8ZJbLpz81aiYiIiOi5mDipUK6XBYaJq/d/gZeeDIMNZci7o4Pk6A64/YK6HsOC0XPIiJcLspbV12ataiI1ISHiZq1ERETUFNnZ2WHq1KmY+oLVl0UiEXbt2oXAwMAKz//999+wt7fHhQsX0L179zqJs6lg4qRCezNiq1w3uudY6D10wL6ItfjjBfU83xoH19eCXjq26qrPzVrt9O3Q36Y/N2slIiKiRikkJASPHj3C7t27lcrj4uLg5eWF7OxsGBoa1kss1tbWSEtLg4kJ93qsDBMnFXqr+8eIy0hE4qOKl/j+pMcncMpphf9+GY5j+44AOFJhPZ/x76Gb76t1Fmd9btb6SstX4G3jjX7W/WCsbVxn7RARERERIBaLYWFhoeowGoUGkTitWbMGy5YtQ3p6Orp164ZVq1bB3d39ufW3b9+OuXPn4u+//4aDgwOWLFmCV1+tu8Shrsw6Pqtc0uRq7oqZlhNxcMli3Nm3CXeec63/e9PQydP7pWOor81aLXQthAUWuFkrERER1QWFQgGZ7MUrCtcViURS689K79ixA/PmzUNSUhIsLS3x/vvv48MPP1Sqk5eXh5EjR2LPnj0wNDTEnDlzEBoaqlQnLS0NAwcORFxcHCwtLbF06VIMHToUQMVT9a5cuYKZM2fi2LFj0NXVxYABA/DVV18Jo1K//PIL5s+fj6SkJOjo6MDJyQm//vordHUb1urKtU3l315/+uknTJ8+HVFRUejRowciIiLg5+eHxMREmJmZlat/4sQJjBw5EuHh4XjttdewZcsWBAYG4vz58+jcubMK3kHN9bbsjfi78QCATyxD8WD7MRTmZmE/vqiw/mtTZ6F9r1eqdO9/b9Z6OPUwcopzai3uZz3drNXbxhsWuvyLBREREamGTCbDokWLVNL2nDlzoKFRe/sznjt3DsOGDcNnn32G4cOH48SJE3jvvfdgbGyMkJAQod6yZcswZ84czJ8/HwcPHsQHH3yAdu3awdfXV6gzd+5cLF68GF9//TU2bdqEESNG4PLly3B0dCzX7qNHj9C/f3+MHz8eX331FQoLCzFr1iwMGzYMR44cQVpaGkaOHImlS5ciKCgIeXl5OHbsGBSKunluvSERKVT8Lnv06AE3NzesXr0aACCXy2FtbY33338fH330Ubn6w4cPx+PHj/Hbb78JZT179kT37t0RFRVVrn5xcTGKi4uF49zcXFhbWyMnJwf6+qpdMKBUJsMPM0ORnXbvuXUGz5yLtq49lMrqa7NWI00jISHiZq1ERETUkBQVFSElJQX29vbQ0tICAJSUlDSKxCkkJAQ//vijEPdTZWVlKCoqQnZ2NkJDQ5GVlYXff/9dOB8WFoa9e/fizz//BPBkcQhHR0fs379fqDNixAjk5uZi3759AJ4sDvHuu+8iMjJSqNOzZ084Ozvjm2++KTfi9Pnnn+PYsWM4ePCgUP/OnTuwtrZGYmIi8vPz4eLigr///hu2trbV/6BUoKK+8lRubi4MDAyqlBuodMSppKQE586dw+zZs4UyNTU1+Pj44OTJkxVec/LkSUyfPl2pzM/Pr9zDdU+Fh4dj/vz5tRZzbbr4+75ySZN+SyvoBbrjL3EqdiXtwoY/xwN/1n7b3KyViIiImhqJRII5c+aorO3q8PLyUkpmAOD06dMIDg4GAFy9ehWDBw9WOu/h4YGIiAiUlZVBLBYDAHr16qVUp1evXoiIiChX9uzxH3/8UWFcFy9eRGxsLKRSablzycnJGDBgALy9vdGlSxf4+flhwIABGDp0KIyMjCp9z42dShOn+/fvo6ysDObm5krl5ubmuHbtWoXXpKenV1g/PT29wvqzZ89WSrSejjg1BPqdWyO9RRHEZSIc7/oAOXoyALeAlIqTxqrgZq1ERETUXIlEolqdLleXdHV10bat8j6cd+487+n2+pOfn49BgwZhyZIl5c5ZWlpCLBbj0KFDOHHiBH7//XesWrUKH3/8MU6fPg17e3sVRFx/VP6MU13T1NSEpqamqsOo0JmCSzjQM6PK9blZKxEREVHz4OjoiPj4eKWy+Ph4tGvXThhtAoBTp04p1Tl16lS5Z5dOnTqF0aNHKx07OTlV2K6zszN27NgBOzs7qKtXnCqIRCJ4eHjAw8MD8+bNg62tLXbt2lVuVlhTo9LEycTEBGKxGBkZyslDRkbGc5dFtLCwqFb9hiyobRAyCzJxN/8uuph0QWeTznBs4chRIiIiIqJm7sMPP4SbmxsWLlyI4cOH4+TJk1i9ejW++eYbpXrx8fFYunQpAgMDcejQIWzfvh179+5VqrN9+3a4urqiT58+2Lx5M86cOYPo6OgK2w0NDcW6deswcuRIhIWFoUWLFkhKSsK2bdvw3Xff4ezZs4iJicGAAQNgZmaG06dPIysrq8KFJpoalSZOGhoacHFxQUxMjLCbsVwuR0xMDCZPnlzhNb169UJMTIzSDsmHDh0qN3ezMdCR6GCayzRVh0FEREREDYyzszN+/vlnzJs3DwsXLoSlpSUWLFigtKIe8CTBOnv2LObPnw99fX18+eWX8PPzU6ozf/58bNu2De+99x4sLS2xdetWdOzYscJ2raysEB8fj1mzZmHAgAEoLi6Gra0t/P39oaamBn19ffzvf/9DREQEcnNzYWtrixUrVmDgwIF19VE0GCpfVe+nn37CmDFjsHbtWri7uyMiIgI///wzrl27BnNzc4wePRotW7ZEeHg4gCfLkXt6emLx4sUICAjAtm3bsGjRoiovR16dlTOIiIiIqGF60UppRP/WJFbVA54sL56VlYV58+YhPT0d3bt3x4EDB4QFIFJTU6GmpibU7927N7Zs2YJPPvkEc+bMgYODA3bv3t3o9nAiIiIiIqLGQ+UjTvWNI05EREREjR9HnKiqamvESe2FZ4mIiIiIiIiJExERERERUWWYOBEREREREVWCiRMREREREVElmDgRERERERFVgokTERERERFRJZg4ERERERERVYKJExERERFRIxIXFweRSIRHjx4BADZs2ABDQ0Ph/GeffYbu3burJLamjIkTEREREVE9CgkJgUgkgkgkgkQigb29PcLCwlBUVFQr958xYwZiYmJq5V70/9RVHQARERERUXPj7++P9evXQyaT4dy5cxgzZgxEIhGWLFny0veWSqWQSqW1ECX9G0eciIiIiKhJUCgUKCsrUMlLoVBUK1ZNTU1YWFjA2toagYGB8PHxwaFDhwAAxcXFmDJlCszMzKClpYU+ffogISGhyvd+dqpeSEgIAgMDsXz5clhaWsLY2BihoaGQyWRCnbS0NAQEBEBbWxv29vbYsmUL7OzsEBERUa331ZRxxImIiIiImgS5vBBxR7uopO1+npchFuvU6NorV67gxIkTsLW1BQCEhYVhx44d2LhxI2xtbbF06VL4+fkhKSkJLVq0qFEbsbGxsLS0RGxsLJKSkjB8+HB0794dEyZMAACMHj0a9+/fR1xcHCQSCaZPn47MzMwatdVUMXEiIiIiIqpnv/32G6RSKUpLS1FcXAw1NTWsXr0ajx8/RmRkJDZs2ICBAwcCANatW4dDhw4hOjoaM2fOrFF7RkZGWL16NcRiMTp06ICAgADExMRgwoQJuHbtGg4fPoyEhAS4uroCAL777js4ODjU2vttCpg4EREREVGToKamjX6el1XWdnV4eXkhMjISjx8/xldffQV1dXUMGTIEly5dgkwmg4eHh1BXIpHA3d0dV69erXF8nTp1glgsFo4tLS1x+fKTzyoxMRHq6upwdnYWzrdt2xZGRkY1bq8panaJ09P5p7m5uSqOhIiIiIhqqqSkBHK5HGVlZSgrK/vXGU2VxCOXy6tcV6FQQEdHB/b29gCejCg5Oztj3bp1wojPs+9LoVD88wzX/5c//flp20/Lnz1WKBRQV1d/5nOq+Ppnn9V6+hk3Zk/fY35+PkpKSpTOPc0JqvKMWrNLnPLy8gAA1tbWKo6EiIiIiGrK1tYWUVFRKCwsVHUo1fbgwQPk5+fjwoULQtmIESMwe/Zs7Nq1CxKJBFu2bIG/vz8AoLS0FCdPnsSIESNw4cIFJCUlAQAuXboEPT093Lp1C2VlZcL90tPTUVBQIBxX1F5mZqZQVlZWhtLSUmzbtg2Ojo4AgNu3byM7Oxt37txRuq6xun//PgICAnDr1q0Kz+fl5cHAwOCF92h2iZOVlRVu374NPT09iEQiVYeD3NxcWFtb4/bt29DX11d1ONSEsG9RXWL/orrCvkVVVVJSgoyMDNjZ2UFLS6tK15SVleHSpUvo2rWr0rS1+mZsbAyxWAwnJyehrEuXLoiMjMTJkycxadIkREZGwsnJCTY2Nli1ahVkMhnmzp0LIyMj5OTkAAC6du0KQ0NDXLp0Sel+FhYW0NHREY4ras/MzAz37t2Dk5MTnJyc4O3tjYiICKxevRoSiQQrV66EtrY2rK2tla5rjIqKivD333/j7Nmz0NDQUDqnUCiQl5cHKyurSu/T7BInNTU1tGrVStVhlKOvr89fEFQn2LeoLrF/UV1h36LKFBUVISsrC2KxuNpJUE2uqU1PN7/9dwxisRiTJ0/G8uXLkZKSAoVCgZCQEOTl5cHV1RUHDx6EiYmJUPfp/4rFYqipqSmVP3tcUXvPlm3atAnjxo2Dl5cXLCwsEB4ejr/++gs6Ojoq/axqw9PPSCqVVphkVzbS9JRIUd1F56lW5ebmwsDAADk5OfwFQbWKfYvqEvsX1RX2LaqqoqIipKSkwN7evlojThcuXICTk1OjTwbq2p07d2BtbY3Dhw/D29tb1eG8lJr0lYo0uxEnIiIiIiJSduTIEeTn56NLly5IS0tDWFgY7Ozs0LdvX1WH1mAwcVIxTU1NfPrpp9DUVM0KMNR0sW9RXWL/orrCvkV1SSQSwcrKqkE8597QyGQyzJkzBzdv3oSenh569+6NzZs3QyKRqDq0BoNT9YiIiIio0amt6VfU9NVWX1GrxZiIiIiIiIiaJCZORERERERElWDiREREREREVAkmTkRERERERJVg4kRERERERFQJJk4qtGbNGtjZ2UFLSws9evTAmTNnVB0SNTLh4eFwc3ODnp4ezMzMEBgYiMTERKU6RUVFCA0NhbGxMaRSKYYMGYKMjAwVRUyN1eLFiyESiTB16lShjH2LXsbdu3cRHBwMY2NjaGtro0uXLjh79qxwXqFQYN68ebC0tIS2tjZ8fHxw48YNFUZMjYVCocDdu3dx6dIlnDt3DpcvX8a9e/fw74Wkn9a5ePEizp07h8TERBQVFakwamoMmDipyE8//YTp06fj008/xfnz59GtWzf4+fkhMzNT1aFRI3L06FGEhobi1KlTOHToEGQyGQYMGIDHjx8LdaZNm4b//ve/2L59O44ePYp79+7hP//5jwqjpsYmISEBa9euRdeuXZXK2beoprKzs+Hh4QGJRIL9+/fjr7/+wooVK2BkZCTUWbp0KVauXImoqCicPn0aurq68PPz45dbqlR6ejqysrJgY2ODzp07o2XLlkhPT1f6jvX02NbWFo6OjhCLxbhx4wbkcrkKI6cGT0Eq4e7urggNDRWOy8rKFFZWVorw8HAVRkWNXWZmpgKA4ujRowqFQqF49OiRQiKRKLZv3y7UuXr1qgKA4uTJk6oKkxqRvLw8hYODg+LQoUMKT09PxQcffKBQKNi36OXMmjVL0adPn+eel8vlCgsLC8WyZcuEskePHik0NTUVW7durY8QqREoLCxU/PXXX4rCwkKl8uvXrytSUlKUym7cuKFITk5WKBRP+tcff/yhSEtLE87LZDLF2bNnFQ8ePKjzuAG88PXpp5/WeQzNzfP6SnVxxEkFSkpKcO7cOfj4+Ahlampq8PHxwcmTJ1UYGTV2OTk5AIAWLVoAAM6dOweZTKbU1zp06AAbGxv2NaqS0NBQBAQEKPUhgH2LXs6ePXvg6uqKN954A2ZmZnBycsK6deuE8ykpKUhPT1fqXwYGBujRowf7F1VKKpUiNzdXGJ0sKChAfn4+DAwMADz5HiaTyaCvry9co66uDl1dXeTn59d5fGlpacIrIiIC+vr6SmUzZswQ6ioUCpSWltZ5TFXV0OKpb0ycVOD+/fsoKyuDubm5Urm5uTnS09NVFBU1dnK5HFOnToWHhwc6d+4M4MlUBA0NDRgaGirVZV+jqti2bRvOnz+P8PDwcufYt+hl3Lx5E5GRkXBwcMDBgwcxadIkTJkyBRs3bgQAoQ/x9yRVl0KhgL6pKbQNjXD28hXEnz2H83/+BX1TM2gZGuJxWRlyiopRpABKRGp4XFYmvErF6sgtLlEqq85L8a9nqF7EwsJCeBkYGEAkEgnH165dg56eHvbv3w8XFxdoamri+PHjkMvlCA8Ph729PbS1tdGtWzf88ssvwj3j4uIgEolw8OBBODk5QVtbG/3790dmZib2798PR0dH6OvrY9SoUSgoKBCuKy4uxpQpU2BmZgYtLS306dMHCQkJ5e77bDzNlbqqAyCi2hEaGoorV64063/QqPbcvn0bH3zwAQ4dOgQtLS1Vh0NNjFwuh6urKxYtWgQAcHJywpUrVxAVFYUxY8aoODpqzArkcrQ5duWfo399zb2e+eQlUAdOXav4Jncu16jt5L5doCsW1+jaZ3300UdYvnw5WrduDSMjI4SHh+PHH39EVFQUHBwc8L///Q/BwcEwNTWFp6encN1nn32G1atXQ0dHB8OGDcOwYcOgqamJLVu2ID8/H0FBQVi1ahVmzZoFAAgLC8OOHTuwceNG2NraYunSpfDz80NSUpIwe6WieJorjjipgImJCcRicbnVpzIyMmBhYaGiqKgxmzx5Mn777TfExsaiVatWQrmFhQVKSkrw6NEjpfrsa1SZc+fOITMzE87OzlBXV4e6ujqOHj2KlStXQl1dHebm5uxbVGOWlpbo2LGjUpmjoyNSU1MBQOhD/D1JzdWCBQvg6+uLNm3aQFdXF4sWLcL3338PPz8/tG7dGiEhIQgODsbatWuVrvv888/h4eEBJycnjBs3DkePHkVkZCScnJzwyiuvYOjQoYiNjQUAPH78GJGRkVi2bBkGDhyIjh07Yt26ddDW1kZ0dPRz4/l3QtXccMRJBTQ0NODi4oKYmBgEBgYCePLXt5iYGEyePFm1wVGjolAo8P7772PXrl2Ii4uDvb290nkXFxdIJBLExMRgyJAhAIDExESkpqaiV69eqgiZGglvb29cvqz8V9exY8eiQ4cOmDVrFqytrdm3qMY8PDzKbZ1w/fp12NraAgDs7e1hYWGBmJgYdO/eHQCQm5uL06dPY9KkSfUdLjUiOmpq2G0IWFhawNTUVCjPSM/A/Qf30alTJ0ChwJUrV2BmZgazf6aDysvkuHTpEmxtbWHUomYjKjpqtTce4erqKvyclJSEgoIC+Pr6KtUpKSmBk5OTUtm/Vz81NzeHjo4OWrdurVT2dPub5ORkyGQyeHh4COclEgnc3d1x9erV58bTnDFxUpHp06djzJgxcHV1hbu7OyIiIvD48WOMHTtW1aFRIxIaGootW7bg119/hZ6enjD338DAANra2jAwMMC4ceMwffp0tGjRAvr6+nj//ffRq1cv9OzZU8XRU0Omp6cnPCv3lK6uLoyNjYVy9i2qqWnTpqF3795YtGgRhg0bhjNnzuDbb7/Ft99+CwDCnmGff/45HBwcYG9vj7lz58LKykr4gyNRRUQiEcwNDZCTkQFDLS1oa2ujoKAAuVmZsDIxEabS2fzzvJyRjg40NDSQce8e9DU1YGXcAmq1mADVlK6urvDz0wUr9u7di5YtWyrV09TUVDqWSCTCzyKRSOn4aVlNllz/dzzNGRMnFRk+fDiysrIwb948pKeno3v37jhw4EC5B2GJXiQyMhIA0K9fP6Xy9evXIyQkBADw1VdfQU1NDUOGDEFxcTH8/PzwzTff1HOk1BSxb1FNubm5YdeuXZg9ezYWLFgAe3t7RERE4M033xTqhIWF4fHjx5g4cSIePXqEPn364MCBA3zmjiplY2ODu3fvIjU1FTKZDBoaGjA1NYWlpaVQx8LCAnK5HLdu3UJpaSmkUikcHBwaRNL0rI4dO0JTUxOpqalKzzO9rDZt2kBDQwPx8fHCaK9MJkNCQoLSZuf0/5g4qdDkyZM5NY9eSlVW8NHS0sKaNWuwZs2aeoiImrK4uDilY/YtehmvvfYaXnvtteeeF4lEWLBgARYsWFCPUVFTIBaLYWNjAxsbm+fWEYlEaNmyZbkRnIZIT08PM2bMwLRp0yCXy9GnTx/k5OQgPj4e+vr6NV5QRVdXF5MmTcLMmTPRokUL2NjYYOnSpSgoKMC4ceNq+V00DUyciIiIiIgasIULF8LU1BTh4eG4efMmDA0N4ezsjDlz5rzUfRcvXgy5XI633noLeXl5cHV1xcGDB5v1ynkvIlJUddF5IiIiIqIGoqioCCkpKbC3t+cUTnqh2uorDW8iJxERERERUQPDxImIiIiIiKgSTJyIiIiIiIgqwcSJiIiIiIioEkyciIiIiIiIKsHEiYiIiIiIqBJMnIiIiIiIiCrBxImIiBq8rKwsTJo0CTY2NtDU1ISFhQX8/PwQHx8PABCJRNi9e7dqgyQioiZNXdUBEBERVWbIkCEoKSnBxo0b0bp1a2RkZCAmJgYPHjxQdWhERNRMcMSJiIgatEePHuHYsWNYsmQJvLy8YGtrC3d3d8yePRuvv/467OzsAABBQUEQiUTCcXJyMgYPHgxzc3NIpVK4ubnh8OHDSvdOS0tDQEAAtLW1YW9vjy1btsDOzg4RERFK7Y8fPx6mpqbQ19dH//79cfHiReH8xYsX4eXlBT09Pejr68PFxQVnz56t64+FiJqhzz77DN27d6/1ulQ1TJyIiKhBk0qlkEql2L17N4qLi8udT0hIAACsX78eaWlpwnF+fj5effVVxMTE4MKFC/D398egQYOQmpoqXDt69Gjcu3cPcXFx2LFjB7799ltkZmYq3f+NN95AZmYm9u/fj3PnzsHZ2Rne3t54+PAhAODNN99Eq1atkJCQgHPnzuGjjz6CRCKpq4+DiJqQkydPQiwWIyAgoEr1Z8yYgZiYmFqvS1UjUigUClUHQURE9CI7duzAhAkTUFhYCGdnZ3h6emLEiBHo2rUrgCfPOO3atQuBgYEvvE/nzp3x7rvvYvLkybh27RocHR2RkJAAV1dXAEBSUhIcHBzw1VdfYerUqTh+/DgCAgKQmZkJTU1N4T5t27ZFWFgYJk6cCH19faxatQpjxoyps/dPROUVFRUhJSUF9vb20NLSUnU4NTJ+/HhIpVJER0cjMTERVlZWFdZTKBQoKyuDujqfsqmJ2uorHHEiIqIGb8iQIbh37x727NkDf39/xMXFwdnZGRs2bHjuNfn5+ZgxYwYcHR1haGgIqVSKq1evCiNOiYmJUFdXh7Ozs3BN27ZtYWRkJBxfvHgR+fn5MDY2Fka+pFIpUlJSkJycDACYPn06xo8fDx8fHyxevFgoJ6L6p1AoUFBSqpJXdcci8vPz8dNPP2HSpEkICAhQ+vcsLi4OIpEI+/fvh4uLCzQ1NXH8+PFy0+/i4uLg7u4OXV1dGBoawsPDA7du3QJQfqpeSEgIAgMDsXz5clhaWsLY2BihoaGQyWRCnapMX27OmLYSEVGjoKWlBV9fX/j6+mLu3LkYP348Pv30U4SEhFRYf8aMGTh06BCWL1+Otm3bQltbG0OHDkVJSUmV28zPz4elpSXi4uLKnTM0NATw5MvJqFGjsHfvXuzfvx+ffvoptm3bhqCgoBq8SyJ6GYWyMnScd1Albf+1wA86GlX/av3zzz+jQ4cOaN++PYKDgzF16lTMnj0bIpFIqPPRRx9h+fLlaN26NYyMjJT+LSotLUVgYCAmTJiArVu3oqSkBGfOnFG6/lmxsbGwtLREbGwskpKSMHz4cHTv3h0TJkwA8GT68v379xEXFweJRILp06eXm77cnDFxIiKiRqljx47CEuQSiQRlZWVK5+Pj4xESEiIkMPn5+fj777+F8+3bt0dpaSkuXLgAFxcXAE+m6mVnZwt1nJ2dkZ6eDnV1dWHRiYq0a9cO7dq1w7Rp0zBy5EisX7+eiRMRvVB0dDSCg4MBAP7+/sjJycHRo0fRr18/oc6CBQvg6+tb4fW5ubnIycnBa6+9hjZt2gAAHB0dX9imkZERVq9eDbFYjA4dOiAgIAAxMTGYMGECrl27hsOHDytNX/7uu+/g4OBQC++2aWDiREREDdqDBw/wxhtv4O2330bXrl2hp6eHs2fPYunSpRg8eDAAwM7ODjExMfDw8ICmpiaMjIzg4OCAnTt3YtCgQRCJRJg7dy7kcrlw3w4dOsDHxwcTJ05EZGQkJBIJPvzwQ2hrawt/sfXx8UGvXr0QGBiIpUuXol27drh37x727t2LoKAgdOrUCTNnzsTQoUNhb2+PO3fuICEhAUOGDFHJZ0XU3GlLxPhrgZ/K2q6qxMREnDlzBrt27QIAqKurY/jw4YiOjlZKnJ4mMBVp0aIFQkJC4OfnB19fX/j4+GDYsGGwtLR87jWdOnWCWPz/cVpaWuLy5ctCTJVNX27umDgREVGDJpVK0aNHD3z11VdITk6GTCaDtbU1JkyYgDlz5gAAVqxYgenTp2PdunVo2bIl/v77b3z55Zd4++230bt3b5iYmGDWrFnIzc1VuvcPP/yAcePGoW/fvrCwsEB4eDj+/PNP4eFhkUiEffv24eOPP8bYsWORlZUFCwsL9O3bF+bm5hCLxXjw4AFGjx6NjIwMmJiY4D//+Q/mz59f758TET35b7Y60+VUJTo6GqWlpUqLQSgUCmhqamL16tVCma6u7gvvs379ekyZMgUHDhzATz/9hE8++QSHDh1Cz549K6z/7IqfIpFI6Q9K9GINv2cREVGzpqmpifDwcISHhz+3zqBBgzBo0CClMjs7Oxw5ckSpLDQ0VOnY0tIS+/btE47v3LmDzMxMtG3bVijT09PDypUrsXLlygrb3rp1a5XfCxFRaWkpfvjhB6xYsQIDBgxQOhcYGIitW7eiQ4cOVb6fk5MTnJycMHv2bPTq1Qtbtmx5buL0IlWZvtzcMXEiIqJm68iRI8jPz0eXLl2QlpaGsLAw2NnZoW/fvqoOjYiaqN9++w3Z2dkYN24cDAwMlM4NGTIE0dHRWLZsWaX3SUlJwbfffovXX38dVlZWSExMxI0bNzB69OgaxVWV6cvNHZcjJyKiZksmk2HOnDno1KkTgoKCYGpqKqwmRURUF6Kjo+Hj41MuaQKeJE5nz57FpUuXKr2Pjo4Orl27hiFDhqBdu3aYOHEiQkND8c4779Q4th9++AHm5ubo27cvgoKCMGHCBOjp6TXafbJqGzfAJSIiIqJGpylsgNvQ3blzB9bW1jh8+DC8vb1VHU6N1VZf4VQ9IiIiIiLi9OVKMHEiIiIiIiJh+vLNmzehp6eH3r17Y/PmzZy+/A8mTkREREREBD8/P/j5qWYfrMaAi0MQERERERFVgokTERERERFRJZg4ERERERERVYKJExERERERUSWYOBEREREREVWCiRMREREREVElmDgRERERETVicXFxEIlEePToEQBgw4YNMDQ0rHJ9qhomTkRERERE9SQqKgp6enooLS0VyvLz8yGRSNCvXz+luk8TnOTk5FqNoXfv3khLS4OBgUGt3repY+JERERERFRPvLy8kJ+fj7Nnzwplx44dg4WFBU6fPo2ioiKhPDY2FjY2NmjTpk2txqChoQELCwuIRKJavW9Tx8SJiIiIiJoGhQIoeayal0JRpRDbt28PS0tLxMXFCWVxcXEYPHgw7O3tcerUKaVyLy8vbNq0Ca6urtDT04OFhQVGjRqFzMzMKn8sWVlZcHV1RVBQEIqLi587te/gwYNwdHSEVCqFv78/0tLShHuUlpZiypQpMDQ0hLGxMWbNmoUxY8YgMDCwynE0duqqDoCIiIiIqFbICoBFVqppe849QEO3SlW9vLwQGxuLjz76CMCTkaWwsDCUlZUhNjYW/fr1Q2FhIU6fPo23334bMpkMCxcuRPv27ZGZmYnp06cjJCQE+/btq7St27dvw9fXFz179kR0dDTEYnGF9QoKCrB8+XJs2rQJampqCA4OxowZM7B582YAwJIlS7B582asX78ejo6O+Prrr7F79254eXlV8QNq/Jg4ERERERHVIy8vL0ydOhWlpaUoLCzEhQsX4OnpCZlMhqioKADAyZMnUVxcDC8vL9jY2AjXtm7dGitXroSbmxvy8/MhlUqf205iYiJ8fX0RFBSEiIiIF07Ne9r202mBkydPxoIFC4Tzq1atwuzZsxEUFAQAWL16dZUSt6aEiRMRERERNQ0SnScjP6pqu4r69euHx48fIyEhAdnZ2WjXrh1MTU3h6emJsWPHoqioCHFxcWjdujVsbGxw7tw5fPbZZ7h48SKys7Mhl8sBAKmpqejYsWOFbRQWFuKVV17BqFGjEBERUWlMOjo6Ss9SWVpaCtMBc3JykJGRAXd3d+G8WCyGi4uLEEtzwMSJiIiIiJoGkajK0+VUqW3btmjVqhViY2ORnZ0NT09PAICVlRWsra1x4sQJxMbGon///nj8+DH8/Pzg5+eHzZs3w9TUFKmpqfDz80NJSclz29DU1ISPjw9+++03zJw5Ey1btnxhTBKJROlYJBJBUcXntpoLLg5BRERERFTPvLy8EBcXh7i4OKVlyPv27Yv9+/fjzJkz8PLywrVr1/DgwQMsXrwYr7zyCjp06FClhSHU1NSwadMmuLi4wMvLC/fu1XwkzsDAAObm5khISBDKysrKcP78+RrfszFi4kREREREVM+8vLxw/Phx/PHHH8KIEwB4enpi7dq1KCkpEZ5v0tDQwKpVq3Dz5k3s2bMHCxcurFIbYrEYmzdvRrdu3dC/f3+kp6fXON73338f4eHh+PXXX5GYmIgPPvgA2dnZzWpJcyZORERERET1zMvLC4WFhWjbti3Mzc2Fck9PT+Tl5QnLlpuammLDhg3Yvn07OnbsiMWLF2P58uVVbkddXR1bt25Fp06d0L9//2otY/5vs2bNwsiRIzF69Gj06tULUqkUfn5+0NLSqtH9GiORgpMXiYiIiKiRKSoqQkpKCuzt7ZvVl/eGQi6Xw9HREcOGDavyCJiq1FZf4eIQRERERET0Qrdu3cLvv/8OT09PFBcXY/Xq1UhJScGoUaNUHVq94VQ9IiIiIiJ6ITU1NWzYsAFubm7w8PDA5cuXcfjwYTg6Oqo6tHrDESciIiIiInoha2trxMfHqzoMleKIExERERERUSWYOBEREREREVWCiRMREREREVElmDgRERERERFVgokTERERERFRJZg4ERERERE1Y3Z2doiIiFB1GA0eEyciIiIionoUEhICkUhU7pWUlKSSeBISEjBx4kSVtN2YcB8nIiIiIqJ65u/vj/Xr1yuVmZqaKh2XlJRAQ0OjzmN5tl2qGEeciIiIiIjqmaamJiwsLJRe3t7emDx5MqZOnQoTExP4+fkBAK5cuYKBAwdCKpXC3Nwcb731Fu7fvy/cSy6XIzw8HPb29tDW1ka3bt3wyy+/COefN8IVFxcHoPxUPZFIhO+++w5BQUHQ0dGBg4MD9uzZoxT/nj174ODgAC0tLXh5eWHjxo0QiUR49OhRnX1mqsbEiYiIiIiaBIVCgQJZgUpeCoWiVt7Dxo0boaGhgfj4eERFReHRo0fo378/nJyccPbsWRw4cAAZGRkYNmyYcE14eDh++OEHREVF4c8//8S0adMQHByMo0ePAgC+/vprpKWlCa8PPvgAZmZm6NChw3PjmD9/PoYNG4ZLly7h1VdfxZtvvomHDx8CAFJSUjB06FAEBgbi4sWLeOedd/Dxxx/XyvtvyDhVj4iIiIiahMLSQvTY0kMlbZ8edRo6Ep0q1//tt98glUqF44EDBwIAHBwcsHTpUqH8888/h5OTExYtWiSUff/997C2tsb169dha2uLRYsW4fDhw+jVqxcAoHXr1jh+/DjWrl0LT09PGBgYwMDAAACwc+dOrF27FocPH4aFhcVz4wsJCcHIkSMBAIsWLcLKlStx5swZ+Pv7Y+3atWjfvj2WLVsGAGjfvj2uXLmCL774osrvvzFi4kREREREVM+8vLwQGRkpHOvq6mLkyJFwcXFRqnfx4kXExsYqJVlPJScnQyaToaCgAL6+vkrnSkpK4OTkpFR24cIFvPXWW1i9ejU8PDxeGF/Xrl2VYtPX10dmZiYAIDExEW5ubkr13d3dX3i/poCJExERERE1Cdrq2jg96rTK2q4OXV1dtG3btsLyf8vPz8egQYOwZMmScnUtLS1x5coVAMDevXvRsmVLpfOamprCz+np6Xj99dcxfvx4jBs3rtL4JBKJ0rFIJIJcLq/0uqaMiRMRERERNQkikaha0+UaA2dnZ+zYsQN2dnZQVy//1b1jx47Q1NREamoqPD09K7xHUVERBg8ejA4dOuDLL7986Zjat2+Pffv2KZUlJCS89H0bOi4OQURERETUQIWGhuLhw4cYOXIkEhISkJycjIMHD2Ls2LEoKyuDnp4eZsyYgWnTpmHjxo1ITk7G+fPnsWrVKmzcuBEA8M477+D27dtYuXIlsrKykJ6ejvT0dJSUlNQopnfeeQfXrl3DrFmzcP36dfz888/YsGEDgCfJa1PFxImIiIiIqIGysrJCfHw8ysrKMGDAAHTp0gVTp06FoaEh1NSefJVfuHAh5s6di/DwcDg6OsLf3x979+6Fvb09AODo0aNIS0tDx44dYWlpKbxOnDhRo5js7e3xyy+/YOfOnejatSsiIyOFVfX+PT2wqREpamvtRCIiIiKielJUVISUlBTY29tDS0tL1eE0e1988QWioqJw+/ZtVYdSTm31FT7jRERERERE1fLNN9/Azc0NxsbGiI+Px7JlyzB58mRVh1WnmDgREREREVG13LhxA59//jkePnwIGxsbfPjhh5g9e7aqw6pTnKpHRERERI0Op+pRVdVWX+HiEERERERERJVg4kRERERERFQJJk5ERERERESVYOJERERERERUCSZORERERERElWDiREREREREVAkmTkRERERERJVg4kREREREVI9CQkIgEonw7rvvljsXGhoKkUiEkJCQat1zx44d6NevHwwMDCCVStG1a1csWLAADx8+VKpXWFiIFi1awMTEBMXFxS/zNpodJk5ERERERPXM2toa27ZtQ2FhoVBWVFSELVu2wMbGplr3+vjjjzF8+HC4ublh//79uHLlClasWIGLFy9i06ZNSnV37NiBTp06oUOHDti9e3dtvJVmg4kTEREREVE9c3Z2hrW1NXbu3CmU7dy5EzY2NnBychLKiouLMWXKFJiZmUFLSwt9+vRBQkKCcP7MmTNYtGgRVqxYgWXLlqF3796ws7ODr68vduzYgTFjxii1Gx0djeDgYAQHByM6Orru32gTwsSJiIiIiJoEhUIBeUGBSl4KhaLa8b799ttYv369cPz9999j7NixSnXCwsKwY8cObNy4EefPn0fbtm3h5+cnTMHbvHkzpFIp3nvvvQrbMDQ0FH5OTk7GyZMnMWzYMAwbNgzHjh3DrVu3qh13c6Wu6gCIiIiIiGqDorAQic4uKmm7/flzEOnoVOua4OBgzJ49W0he4uPjsW3bNsTFxQEAHj9+jMjISGzYsAEDBw4EAKxbtw6HDh1CdHQ0Zs6ciRs3bqB169aQSCSVtvf9999j4MCBMDIyAgD4+flh/fr1+Oyzz6oVd3PFESciIiIiIhUwNTVFQEAANmzYgPXr1yMgIAAmJibC+eTkZMhkMnh4eAhlEokE7u7uuHr1KgBUeaSrrKwMGzduRHBwsFAWHByMDRs2QC6X19I7ato44kRERERETYJIWxvtz59TWds18fbbb2Py5MkAgDVr1lT7+nbt2uH48eOQyWQvHHU6ePAg7t69i+HDhyuVl5WVISYmBr6+vtVuu7nhiBMRERERNQkikQhqOjoqeYlEohrF7O/vj5KSEshkMvj5+Smda9OmDTQ0NBAfHy+UyWQyJCQkoGPHjgCAUaNGIT8/H998802F93/06BGAJ4tCjBgxAn/88YfSa8SIEVwkooo44kREREREpCJisViYdicWi5XO6erqYtKkSZg5cyZatGgBGxsbLF26FAUFBRg3bhwAoEePHggLC8OHH36Iu3fvIigoCFZWVkhKSkJUVBT69OmDUaNG4b///S/27NmDzp07K7UxevRoBAUF4eHDh2jRokX9vOlGiokTEREREZEK6evrP/fc4sWLIZfL8dZbbyEvLw+urq44ePCgsMADACxZsgQuLi5Ys2YNoqKiIJfL0aZNGwwdOhRjxoxBdHQ0dHV14e3tXe7+3t7e0NbWxo8//ogpU6bUyftrKkSKmqydSERERESkQkVFRUhJSYG9vT20tLRUHQ41YLXVV/iMExERERERUSWYOBEREREREVWCiRMREREREVElmDgRERERERFVgokTERERETVaXOeMKlNbfYSJExERERE1OhKJBABQUFCg4kiooSspKQFQfp+s6uI+TkRERETU6IjFYhgaGiIzMxMAoKOjA5FIpOKoqKGRy+XIysqCjo4O1NVfLvVh4kREREREjZKFhQUACMkTUUXU1NRgY2Pz0ok1N8AlIiIiokatrKwMMplM1WFQA6WhoQE1tZd/QomJExERERERUSW4OAQREREREVElmDgRERERERFVgokTERERERFRJZg4ERERERERVYKJExERERERUSWYOBEREREREVWCiRMREREREVEl/g/Xzx98wr3tCAAAAABJRU5ErkJggg==", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define colors for markers\n", "color_all = (plt.cm.tab10.colors[:26]) * 4 \n", "\n", "st_lst = [st_0, st_1, st_2]\n", "for i in range (3):\n", " st = st_lst[i]\n", " stage = st[\"ml_stage\"].to_numpy()\n", " fig= plt.figure(figsize=(10,6))\n", " plt.title(\"Subtype \" + str(i))\n", " plt.xlabel(\"Stages\")\n", " plt.ylabel(\"Severity\")\n", "\n", " marker_names = list(st)\n", "\n", " for j in range(7, 34): \n", " marker_name = marker_names[j]\n", " marker_data = st[marker_name].to_numpy()\n", "\n", " # Perform linear regression\n", " slope, intercept, r_value, p_value, std_err = linregress(stage, marker_data)\n", "\n", " # Create a regression line\n", " regression_line = slope * stage + intercept\n", "\n", " color = iter(cm.rainbow(np.linspace(0, 1, 27)))\n", "\n", " plt.plot(stage, regression_line, color=color_all[j], label=marker_name)\n", " plt.legend()\n", "\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Progression patterns of non-motor symptoms seem to differ between subtypes. A deeper analysis comparing progression trends for each symptom is necessary to identify exact progression trends identified by the clustering algorithm. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Writting this pipeline provided good practice in conducting basic statistical analyses and data visualization using Python packages. While there is room for improvement in terms of code cleanliness and efficiency, this pipeline serves as a good code foundation for the statistical comparisons that will be conducted in the project.\n", "\n", "Collectively, the three pipelines, along with the skills acquired through BH School, allowed for a comprehensive exploration of the toolkit for successfully completing the project’s objectives.\n", "\n", "A special thanks to Marie for your time, patience, and for sharing invaluable knowledge that will greatly contribute to the success of the project!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }